From 648ef2d4ee142cb49a828a891dc33db9bea4fd57 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 13 Oct 2022 10:27:58 +1000 Subject: [PATCH 01/28] Initial Commit - Folder Created The initial setup has been done on pycharm and a folder in the recognition directory has been added called 45799930 (my student number). All files required for this assignment have been added under this directory. --- .DS_Store | Bin 6148 -> 8196 bytes .idea/Ass3_Report.iml | 8 ++++ .idea/encodings.xml | 4 ++ .../inspectionProfiles/profiles_settings.xml | 6 +++ .idea/misc.xml | 2 +- .idea/modules.xml | 8 ++++ .idea/workspace.xml | 45 ++++++++++++++++++ recognition/.DS_Store | Bin 8196 -> 10244 bytes recognition/45799930/README.md | 0 recognition/45799930/dataset.py | 0 recognition/45799930/modules.py | 0 recognition/45799930/predict.py | 0 recognition/45799930/train.py | 0 13 files changed, 72 insertions(+), 1 deletion(-) create mode 100644 .idea/Ass3_Report.iml create mode 100644 .idea/encodings.xml create mode 100644 .idea/inspectionProfiles/profiles_settings.xml create mode 100644 .idea/modules.xml create mode 100644 .idea/workspace.xml create mode 100644 recognition/45799930/README.md create mode 100644 recognition/45799930/dataset.py create mode 100644 recognition/45799930/modules.py create mode 100644 recognition/45799930/predict.py create mode 100644 recognition/45799930/train.py diff --git a/.DS_Store b/.DS_Store index 80213c8c653ca24aff7d886e1b4308016633ef18..7c415d675105a543c20e575e55c2385949f0f1c0 100644 GIT binary patch literal 8196 zcmeHMU2GIp6u#fI$c!E6v=pcVbQh}>b(I#RP=&DV7A#UMc3b)bvh41RWx{l(?96VF zim5-*_(Oa%2)-Gk#@`qOeKPUE5PdL#Mgs{(;)5^xq7hz9^xV0#1X}t=48gg{y=U$@ z_nbTD%y;h0*=3BOqiD1+R?irdsdK7T(Quu{<-E^mQpl+!3esn6ggMM&K6Q7->WC3V zAc{Z~fhYn|1fmGs3=yDrHgEDQ?|mVS#wY?&1pb#1;O9e}I;Y8yP6`?v9W(?b08w57 z1dXn#4hVGOAx(yKQqVw^Y>Mgup(?@>145nTalV{rGNhA&3Uvmd&Jga5utGtwJL$!P z*O4vk;v%iOf=4u? zReR*^*1YTND41M6kaz9ksN-d{ntayI7wxQXw%c~vI%E>B+RGPQ+uq@N7B@3A=$i+9 zE}J159QNFTp9+j+G_B~Fy(ZbRN@gcn^ad^3k}GOZKAyjL>GHepUG-qw#*Qu9dZwzi znp(9^T{KX#JS%6L{o|J5?;FZ`dDAg0XJnY->-g4_mRV40kWl)Z?5H_atJPH3-=XV+ z#hi7ZX!%cRjj}9kHRy3g`&`~_(9YXkgKHXrL~qdVlI2~TpDLI%3bxv$-=k<*xzD2; z6ebet1B&J;ef#NQ3)L2NjjS0;zn#sQwqUiY>t$`5GEfr170fzygRBhZ-O*9HX;1Jr z>Fu(1THeDq?#_CC&zR}Z-rR*$gRT#8e!F3qM(Bawr9UcbXXIgTU$$WOj1vNdp)UO~ zSq>f|@wuhVhUL3gguPs-Sx(6!aMSY=7?&H9#dv_Q#^g$Yv_?S~3u37>CYwWs%$Bj$ ztdn)Ky_8%N>&`^U~EWuJVAch3i zq800qLN~Uf2RqP@J;)%797ZsP1MuME5T3^ico8q*bsWW;IEJ_JAwI$<_!M8^G|u2G zrf>m2;b&aLZ}?M-xfI*-NY_?%+s&Ix=jQY5Sx~od(c(BysdXEYSFk6bT1My9s1JaCO?m`C55O=T zq?BVzmM&9c{gesj!RfhK&RK0P&rErWuU>wq8q?-bu88T1CYs(xc_OCwC1Np6qVyEg z=9ZYMRZ#LNfo@eIriPd6+f-Gnq$CuQjmv1t!by7v8R01<-zac@%g(ZM>>~S}!2J&@ zp`aei(S-X6%A3%RPHe^&g7f1@qc4E;UIKI;21el$s0#$^r|}FX@hqOht9T7Z@CHHq z7>?sDyn}b~9^S`iIDwNmg)i_WzQ%V1@pCvo4Zz*k0vNx{4&YL{;MlG+LMzJfzgGFy zoK*<7>UsUYdG_D`Z%yYTuc8P<5eOoH%Fc9W2VKr~`0-jhPJJ(R-uSvnK?4;Uf^wW_ tP>vJ5@`oW^$7w0oNrrS%P~uSg&wmKG?zeRG{=Y#Vx6%7QK=sW({0sZEW32!H literal 6148 zcmeHK-A)rh6g~r0S`b{NP)ji0rBp(f(b5^fy0saciQDe z%jFi1i_PH+I_8?CI?7z0}v=J1{tSxuA7hW^ujjiJv~f zUG8Pv4Z2kJ96MVziw-O21Nt<`Iy|J?^@5+;;+pv&Cf}AHsA%E7PpRamGy)eYPrw`~~Xyh$lGtMbq<4R;HQl z71y+=JIgXW2zW(Aifl#B<~%Agp`r`#AZ`mZHVm&Wwx#A_XD^{x=20{-9$KXeg|O zD7Ox*>3-4x5@d|EEsB{~sqstw@1LfqzN?5}V9UW^hUBY(23! yan|ZsRom@XVdLt!mM>_Lk@1f&d66)EsX75E8f#0!@I diff --git a/.idea/Ass3_Report.iml b/.idea/Ass3_Report.iml new file mode 100644 index 0000000000..d0876a78d0 --- /dev/null +++ b/.idea/Ass3_Report.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/encodings.xml b/.idea/encodings.xml new file mode 100644 index 0000000000..15a15b218a --- /dev/null +++ b/.idea/encodings.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000000..105ce2da2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml index f56ad02b95..5f3cf1b24c 100644 --- a/.idea/misc.xml +++ b/.idea/misc.xml @@ -1,4 +1,4 @@ - + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000000..ac664ed0b9 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/workspace.xml b/.idea/workspace.xml new file mode 100644 index 0000000000..f9ec96c1f9 --- /dev/null +++ b/.idea/workspace.xml @@ -0,0 +1,45 @@ + + + + + + + + + + + + + + + + + + { + "keyToString": { + "Project.color": "4e1919", + "RunOnceActivity.OpenProjectViewOnStart": "true", + "RunOnceActivity.ShowReadmeOnStart": "true", + "settings.editor.selected.configurable": "preferences.lookFeel" + } +} + + + + + 1665620130767 + + + + \ No newline at end of file diff --git a/recognition/.DS_Store b/recognition/.DS_Store index ae199051c1c1d32d15dff8627bff8dcc34405c90..6b5774e9fb2c87fc45ca4830af8d1cefa68216fe 100644 GIT binary patch delta 1097 zcmZp1XbF&DU|?W$DortDU{C-uIe-{M3-C-V6q~50C@KKtFar4u3>FN=Kxo9E%iy`O za2or>2Hwr=94s6WAQi$4CJd$w1`LMCsu+S9JQcqfl*WX{4iIW@J`d%gG_CtZy9@pPiGNm){9A6bKlBjs*i=C=H{!fD9s?Sr%NB zmy@5D&cF~2@;ieF)OTh;- diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45799930/predict.py b/recognition/45799930/predict.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45799930/train.py b/recognition/45799930/train.py new file mode 100644 index 0000000000..e69de29bb2 From d06c4b6594337e4c3fa71a2fbb67881b402c61d4 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 13 Oct 2022 14:09:30 +1000 Subject: [PATCH 02/28] Setup of Datasets Class code for importing the datasets and converting the filenames into TensorFlow datasets --- .DS_Store | Bin 8196 -> 8196 bytes .idea/workspace.xml | 3 ++- recognition/.DS_Store | Bin 10244 -> 10244 bytes recognition/45799930/.DS_Store | Bin 0 -> 6148 bytes recognition/45799930/dataset.py | 43 ++++++++++++++++++++++++++++++++ 5 files changed, 45 insertions(+), 1 deletion(-) create mode 100644 recognition/45799930/.DS_Store diff --git a/.DS_Store b/.DS_Store index 7c415d675105a543c20e575e55c2385949f0f1c0..6654c61282612a893892fbaa9bce7c924cfb57c5 100644 GIT binary patch delta 885 zcmd_o-Aj{k7{>AY`zZB{M*gNwH^nv@+6&9AIcsLhEGV}(J9V}YY)n(D`9$)FshNdG&WAR?&m2%N%SXGXZVq0OU zj~+&B!~c5MA=5 zKtd9hT4|KHbjx|^mmwLJNAgBS<)ci04xB8-Lp}u*v7R!@siKBj z>e$6zA~bS{C^6bOK_>~i>7|bgT;wYKTw{P+tW7e+J?`^@w~R5)dnWk8S0?$+Z>E{i zl;+fOv|O!F^JyWiLaWlMwH<~%b6?u#$}Lsa;(w+G=AUjETb!nB=^2^!tZaAwN?$Nk zR$=7ZheO3)msO!#MjXzZ+>&)xt4dWZmcO+;&#W?6Hf(gcl&)Uty6y?j8O|&CPR8Yv zOv(?LVgZX#xL8ghLDOp!m271j+fB22cC%;J?Vzc4m?m0jGvzu=yHlLz3}-pVB`$Mi w)^C98+~6j+aSn2ayF6r=$2{RF&v?xUANZUc&GM66==hoHpYI|5Kb2Md0SHXoPXGV_ delta 940 zcmeIvOGs1!7{&4Lf0^W79PD15QPXTDrqp7@oN{b>(3oaQMh^|z_{xSDYBY5Uax!}i zMGt9lA8J_WS%jJ(}wD6mQ(ybofZ5t^J}op}V+b+VvdMW~?%Y z45#TgPNeP+x3;&{g}XyKiI+x{-eYe0d7fb5uM|%*MC#jGA|cHaT(dB!k|#c?lv-() zPKimM^vgXNkx?0w=kiM4$c%iD&+Iwc6$O)O0Y3ZGnPnP6& zY-nV&oC1n0w=I-Y$u_DiyFJuVZ}~OSY~i(XkO=J-V5dcRl2e@K3}?B_75cblF%EEp zo800yceu+#Mi^y`M?B^kFD%Y!-X{O7Ad;BP%qNkOJ#Q - + + diff --git a/recognition/.DS_Store b/recognition/.DS_Store index 6b5774e9fb2c87fc45ca4830af8d1cefa68216fe..784cdc9c5b2b8749426328eb3689500b73bf4932 100644 GIT binary patch delta 77 zcmZn(XbISmBh0vCa;|Wpxf{C$Zt&T#qrI7)MZB|>$$sww&Zygk$os*lF f-!=K4pgd#u delta 34 qcmZn(XbISmBRn}xaQ9>bVYbOtBHWuTMb2?=W>fghvYAPgnHd1uy$dD) diff --git a/recognition/45799930/.DS_Store b/recognition/45799930/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..2458376f27deaef1baa14d47077b9820d4a961e2 GIT binary patch literal 6148 zcmeHKJxc>Y5PhpD0yZhN+d}LFV`F>76R{H_wrApj3Wo;+6qo=QQw5V410wFhsUr_QCMK_wkpTY3q}$&Q6%Z^#)+vQ(m_CT}s4rPH51u5j!PEgi|5kK}LuX968lVo6ll1u5j!PrHc49ofsbiN=OXBz#bU*2KFO3!T Date: Thu, 13 Oct 2022 15:50:37 +1000 Subject: [PATCH 03/28] Fix Bugs in Data Setup The initialisation of class variables was incorrect, as well as the file path names for the folders containing the data. Also added in a check to make sure the truth for every set is the same size of that set. --- .idea/workspace.xml | 28 +++++++++++++++++++ recognition/45799930/dataset.py | 49 +++++++++++++++++++-------------- 2 files changed, 57 insertions(+), 20 deletions(-) diff --git a/.idea/workspace.xml b/.idea/workspace.xml index e1df2f5bf8..ade8a46ffb 100644 --- a/.idea/workspace.xml +++ b/.idea/workspace.xml @@ -32,6 +32,34 @@ "settings.editor.selected.configurable": "preferences.lookFeel" } } + + + + + + + + + + diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 08fbc5b000..17f2000eb0 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -1,5 +1,6 @@ import glob import tensorflow as tf +import matplotlib.pyplot as plt """ Create a class to download and sort the ISIC data set. We shall download the training, test and validation data as well @@ -9,10 +10,13 @@ class DataSet: - def __int__(self): - self.training_set = 0 - self.validation_set = 0 - self.testing_set = 0 + def __init__(self): + self.validate_filenames = None + self.validate_truth_filenames = None + self.testing_filenames = None + self.testing_truth_filenames = None + self.training_filenames = None + self.training_truth_filenames = None self.download_dataset() def download_dataset(self): @@ -23,21 +27,26 @@ def download_dataset(self): # get all the image paths for the different sets - training testing and validation. Then sort these in order so # that they are in the same order (truth and initial). - training_truth_filenames = sorted(glob.glob('ISIC-2017_Training_Part1_GroundTruth/*.jpg')) - training_filenames = sorted(glob.glob('ISIC-2017_Training_Data/*.jpg')) - testing_truth_filenames = sorted(glob.glob('ISIC-2017_Test_v2_Part1_GroundTruth/*.jpg')) - testing_filenames = sorted(glob.glob('ISIC-2017_Test_v2_Data/*.jpg')) - validate_truth_filenames = sorted(glob.glob('ISIC-2017_Validation_Part1_GroundTruth/*.jpg')) - validate_filenames = sorted(glob.glob('ISIC-2017_Validation_Data/*.jpg')) + training_truth_filenames = sorted(glob.glob('./ISIC-2017_Training_Part1_GroundTruth/*.png')) + training_filenames = sorted(glob.glob('./ISIC-2017_Training_Data/*.jpg')) + testing_truth_filenames = sorted(glob.glob('./ISIC-2017_Test_v2_Part1_GroundTruth/*.png')) + testing_filenames = sorted(glob.glob('./ISIC-2017_Test_v2_Data/*.jpg')) + validate_truth_filenames = sorted(glob.glob('./ISIC-2017_Validation_Part1_GroundTruth/*.png')) + validate_filenames = sorted(glob.glob('./ISIC-2017_Validation_Data/*.jpg')) # convert this into tensorflow array - training_truth_filenames = tf.data.Dataset.from_tensor_slices(training_truth_filenames) - training_filenames = tf.data.Dataset.from_tensor_slices(training_filenames) - testing_truth_filenames = tf.data.Dataset.from_tensor_slices(testing_truth_filenames) - testing_filenames = tf.data.Dataset.from_tensor_slices(testing_filenames) - validate_truth_filenames = tf.data.Dataset.from_tensor_slices(validate_truth_filenames) - validate_filenames = tf.data.Dataset.from_tensor_slices(validate_filenames) - - - - + self.training_truth_filenames = tf.data.Dataset.from_tensor_slices(training_truth_filenames) + self.training_filenames = tf.data.Dataset.from_tensor_slices(training_filenames) + self.testing_truth_filenames = tf.data.Dataset.from_tensor_slices(testing_truth_filenames) + self.testing_filenames = tf.data.Dataset.from_tensor_slices(testing_filenames) + self.validate_truth_filenames = tf.data.Dataset.from_tensor_slices(validate_truth_filenames) + self.validate_filenames = tf.data.Dataset.from_tensor_slices(validate_filenames) + # Let's just check to make sure that the truth is the same length as their corresponding dataset + if len(self.training_filenames) != len(self.training_truth_filenames) or len(self.testing_filenames) != len( + self.testing_filenames) or len(self.validate_filenames) != len(self.validate_truth_filenames): + return False + return True + + +data = DataSet() +print(type(data)) From 0e4464482d0556475444d53a5c9744fbfaf3ba21 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 13 Oct 2022 17:55:56 +1000 Subject: [PATCH 04/28] Doc Strings added for dataset.py Added proper docstrings for the function in the class. I also added some new class variables so we can access the width and height of the images. --- recognition/45799930/dataset.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 17f2000eb0..3394526f91 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -18,11 +18,18 @@ def __init__(self): self.training_filenames = None self.training_truth_filenames = None self.download_dataset() + self.image_width = 256 + self.image_height = 256 def download_dataset(self): """ - impotant information here.. + This sets up the datasets we need for training, testing or validating. We need both the dataset and the truth + sets so that we know what it should be after processing. + :return: + + bool: True if all data sets and their respective truth data sets are the same size, false otherwise. + """ # get all the image paths for the different sets - training testing and validation. Then sort these in order so From 1d96d810852da234e90d39ec9f183e8eb92f396b Mon Sep 17 00:00:00 2001 From: jessica Date: Tue, 18 Oct 2022 15:48:17 +1000 Subject: [PATCH 05/28] Initial Model Function without Segmentation Layer The function to create the model has been created with the improved UNet structure. I have done the downsampling through the 5 layers and upsampling back up. But have not implemented the segmentation layer and concatenated them from layers 3, 2 and 1, which are at the end of the structure. --- recognition/45799930/modules.py | 110 ++++++++++++++++++++++++++++++++ 1 file changed, 110 insertions(+) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index e69de29bb2..3b75c2f498 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -0,0 +1,110 @@ +import tensorflow as tf +from tensorflow import keras +from keras.models import Model +from keras.layers import Input, Conv2D, MaxPooling2D, concatenate, UpSampling2D, Dropout, BatchNormalization + +# Dense, Flatten, +DROPOUT_PROB = 0.3 +INPUT_SHAPE = (256, 256, 1) + + +def create_model(input_shape=INPUT_SHAPE): + """ + Create the improved unet model. This will include all the convolutions, max pooling, + and upsampling. + + :param input_shape: The shape of the images that we will be passing into the model. + As we are using the one type of image we set the default to (256, 256, 1) + but added this feature so that it could be easily adapted to another model + if required in the future. + :return: + """ + + # Create the input for the model. + input = Input(shape=input_shape) + # norm1 = InstanceNormalisation + # Create the encoder: + # First layer : 2 x 2D Convolutions, filter size 16, with a 3x3 kernel size and a stride size of (2,2). + encoder_layer1 = Conv2D(16, 3, activation='relu', padding='same')(input) + dropout1 = Dropout(DROPOUT_PROB)(encoder_layer1) + norm1 = BatchNormalization()(dropout1) + encoder_layer1 = Conv2D(16, 3, activation='relu', padding='same')(norm1) + + # max pooling for the first layer to get to the second one + pool1 = MaxPooling2D()(encoder_layer1) + + # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size and a stride size of (2,2). + encoder_layer2 = Conv2D(32, 3, activation='relu', padding='same')(pool1) + dropout2 = Dropout(DROPOUT_PROB)(encoder_layer2) + norm2 = BatchNormalization()(dropout2) + encoder_layer2 = Conv2D(32, 3, activation='relu', padding='same')(norm2) + + # max pooling for the second layer to get to the third one + pool2 = MaxPooling2D()(encoder_layer2) + + # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size and a stride size of (2,2). + encoder_layer3 = Conv2D(64, 3, activation='relu', padding='same')(pool2) + dropout3 = Dropout(DROPOUT_PROB)(encoder_layer3) + norm3 = BatchNormalization()(dropout3) + encoder_layer3 = Conv2D(64, 3, activation='relu', padding='same')(norm3) + + # max pooling for the third layer to get to the forth one + pool3 = MaxPooling2D()(encoder_layer3) + + # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size and a stride size of (2,2). + encoder_layer4 = Conv2D(128, 3, activation='relu', padding='same')(pool3) + dropout4 = Dropout(DROPOUT_PROB)(encoder_layer4) + norm4 = BatchNormalization()(dropout4) + encoder_layer4 = Conv2D(128, 3, activation='relu', padding='same')(norm4) + + # max pooling for the forth layer to get to the fifth one + pool4 = MaxPooling2D()(encoder_layer4) + + # Fifth layer : 2 x 2D Convolutions, filter size 256, with a 3x3 kernel size and a stride size of (2,2). + encoder_layer5 = Conv2D(256, 3, activation='relu', padding='same')(pool4) + dropout5 = Dropout(DROPOUT_PROB)(encoder_layer5) + norm5 = BatchNormalization()(dropout5) + encoder_layer5 = Conv2D(256, 3, activation='relu', padding='same')(norm5) + + # Create the decoder: + + # up sample layer 5 to get to layer 4 + up4 = UpSampling2D()(encoder_layer5) + # concatenate the output of encoder_layer4 with the up sample + con4 = concatenate([up4, encoder_layer4]) + # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size for the first one and 1x1 for the + # second one and a stride size of (2,2). + decoder_layer4 = Conv2D(128, 3, activation='relu', padding='same')(con4) + # decoder_layer4 = Dropout(DROPOUT_PROB)(encoder_layer5) + # decoder_layer4 = BatchNormalization()(decoder_layer4) + decoder_layer4 = Conv2D(128, 1, activation='relu', padding='same')(decoder_layer4) + + # up sample layer 4 to get to layer 3 + up3 = UpSampling2D()(decoder_layer4) + # concatenate the output of encoder_layer4 with the up sample + con3 = concatenate([up3, encoder_layer3]) + # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size for the first one and 1x1 for the + # second one and a stride size of (2,2). + decoder_layer3 = Conv2D(64, 3, activation='relu', padding='same')(con3) + decoder_layer3 = Conv2D(64, 1, activation='relu', padding='same')(decoder_layer3) + + # up sample layer 3 to get to layer 2 + up2 = UpSampling2D()(decoder_layer3) + # concatenate the output of encoder_layer4 with the up sample + con2 = concatenate([up2, encoder_layer2]) + # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the + # second one and a stride size of (2,2). + decoder_layer2 = Conv2D(32, 3, activation='relu', padding='same')(con2) + decoder_layer2 = Conv2D(32, 1, activation='relu', padding='same')(decoder_layer2) + + # up sample layer 2 to get to layer 1 + up1 = UpSampling2D()(decoder_layer2) + # concatenate the output of encoder_layer4 with the up sample + con1 = concatenate([up1, encoder_layer1]) + # Third layer : 1 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the + # second one and a stride size of (2,2). + decoder_layer1 = Conv2D(32, 3, activation='relu', padding='same')(con1) + + output = None + + return Model(inputs=input, outputs=output) From 0415f3e4896adf059828bbd25602c0786eb2d8de Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 08:45:48 +1000 Subject: [PATCH 06/28] Added seperate context_module function Created context_module function as this cleaned up the create_module function as it was getting messy and hard to understand. Made sure to normalise and have the dropout layer in between the two conv layers. --- recognition/45799930/modules.py | 44 ++++++++++++++++++--------------- 1 file changed, 24 insertions(+), 20 deletions(-) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index 3b75c2f498..f27c417751 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -8,6 +8,23 @@ INPUT_SHAPE = (256, 256, 1) +def context_module(layer, num_filters): + """ + Creates the context module as defined in the improved UNet. It normalises the model between every + Conv2D call. This module includes two 2D 3x3 conv layers with a dropout layer inbetween. + + :param layer: the input layer within this module. + :param num_filters: the number of filters to pass into Conv2D. + :return: the final layer of this context module. + """ + norm = BatchNormalization()(layer) + encoder = Conv2D(num_filters, 3, activation='relu', padding='same')(norm) + dropout = Dropout(DROPOUT_PROB)(encoder) + norm = BatchNormalization()(dropout) + encoder = Conv2D(num_filters, 3, activation='relu', padding='same')(norm) + return encoder + + def create_model(input_shape=INPUT_SHAPE): """ Create the improved unet model. This will include all the convolutions, max pooling, @@ -25,46 +42,31 @@ def create_model(input_shape=INPUT_SHAPE): # norm1 = InstanceNormalisation # Create the encoder: # First layer : 2 x 2D Convolutions, filter size 16, with a 3x3 kernel size and a stride size of (2,2). - encoder_layer1 = Conv2D(16, 3, activation='relu', padding='same')(input) - dropout1 = Dropout(DROPOUT_PROB)(encoder_layer1) - norm1 = BatchNormalization()(dropout1) - encoder_layer1 = Conv2D(16, 3, activation='relu', padding='same')(norm1) + encoder_layer1 = context_module(input, 16) # max pooling for the first layer to get to the second one pool1 = MaxPooling2D()(encoder_layer1) # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size and a stride size of (2,2). - encoder_layer2 = Conv2D(32, 3, activation='relu', padding='same')(pool1) - dropout2 = Dropout(DROPOUT_PROB)(encoder_layer2) - norm2 = BatchNormalization()(dropout2) - encoder_layer2 = Conv2D(32, 3, activation='relu', padding='same')(norm2) + encoder_layer2 = context_module(pool1, 32) # max pooling for the second layer to get to the third one pool2 = MaxPooling2D()(encoder_layer2) # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size and a stride size of (2,2). - encoder_layer3 = Conv2D(64, 3, activation='relu', padding='same')(pool2) - dropout3 = Dropout(DROPOUT_PROB)(encoder_layer3) - norm3 = BatchNormalization()(dropout3) - encoder_layer3 = Conv2D(64, 3, activation='relu', padding='same')(norm3) + encoder_layer3 = context_module(pool2, 64) # max pooling for the third layer to get to the forth one pool3 = MaxPooling2D()(encoder_layer3) # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size and a stride size of (2,2). - encoder_layer4 = Conv2D(128, 3, activation='relu', padding='same')(pool3) - dropout4 = Dropout(DROPOUT_PROB)(encoder_layer4) - norm4 = BatchNormalization()(dropout4) - encoder_layer4 = Conv2D(128, 3, activation='relu', padding='same')(norm4) + encoder_layer4 = context_module(pool3, 128) # max pooling for the forth layer to get to the fifth one pool4 = MaxPooling2D()(encoder_layer4) # Fifth layer : 2 x 2D Convolutions, filter size 256, with a 3x3 kernel size and a stride size of (2,2). - encoder_layer5 = Conv2D(256, 3, activation='relu', padding='same')(pool4) - dropout5 = Dropout(DROPOUT_PROB)(encoder_layer5) - norm5 = BatchNormalization()(dropout5) - encoder_layer5 = Conv2D(256, 3, activation='relu', padding='same')(norm5) + encoder_layer5 = context_module(pool4, 256) # Create the decoder: @@ -105,6 +107,8 @@ def create_model(input_shape=INPUT_SHAPE): # second one and a stride size of (2,2). decoder_layer1 = Conv2D(32, 3, activation='relu', padding='same')(con1) + # Now do all the segmentation layers. + output = None return Model(inputs=input, outputs=output) From e59563fc9a1d21b3758e1df9bce1f056128ee737 Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 10:06:51 +1000 Subject: [PATCH 07/28] Added separate upsample_module function Added module function for upsampling to clean up the create_model function. --- recognition/45799930/modules.py | 21 +++++++++++++++------ 1 file changed, 15 insertions(+), 6 deletions(-) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index f27c417751..8839988e9b 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -21,9 +21,18 @@ def context_module(layer, num_filters): encoder = Conv2D(num_filters, 3, activation='relu', padding='same')(norm) dropout = Dropout(DROPOUT_PROB)(encoder) norm = BatchNormalization()(dropout) - encoder = Conv2D(num_filters, 3, activation='relu', padding='same')(norm) - return encoder + return Conv2D(num_filters, 3, activation='relu', padding='same')(norm) + + +def upsample_module(layer, num_filters): + """ + :param layer: + :param num_filters: + :return: + """ + up = UpSampling2D(2)(layer) + return Conv2D(num_filters, 3, activation='relu', padding='same')(up) def create_model(input_shape=INPUT_SHAPE): """ @@ -71,7 +80,7 @@ def create_model(input_shape=INPUT_SHAPE): # Create the decoder: # up sample layer 5 to get to layer 4 - up4 = UpSampling2D()(encoder_layer5) + up4 = upsample_module(encoder_layer5, 128) # concatenate the output of encoder_layer4 with the up sample con4 = concatenate([up4, encoder_layer4]) # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size for the first one and 1x1 for the @@ -82,7 +91,7 @@ def create_model(input_shape=INPUT_SHAPE): decoder_layer4 = Conv2D(128, 1, activation='relu', padding='same')(decoder_layer4) # up sample layer 4 to get to layer 3 - up3 = UpSampling2D()(decoder_layer4) + up3 = upsample_module(decoder_layer4, 64) # concatenate the output of encoder_layer4 with the up sample con3 = concatenate([up3, encoder_layer3]) # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size for the first one and 1x1 for the @@ -91,7 +100,7 @@ def create_model(input_shape=INPUT_SHAPE): decoder_layer3 = Conv2D(64, 1, activation='relu', padding='same')(decoder_layer3) # up sample layer 3 to get to layer 2 - up2 = UpSampling2D()(decoder_layer3) + up2 = upsample_module(decoder_layer3, 32) # concatenate the output of encoder_layer4 with the up sample con2 = concatenate([up2, encoder_layer2]) # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the @@ -100,7 +109,7 @@ def create_model(input_shape=INPUT_SHAPE): decoder_layer2 = Conv2D(32, 1, activation='relu', padding='same')(decoder_layer2) # up sample layer 2 to get to layer 1 - up1 = UpSampling2D()(decoder_layer2) + up1 = upsample_module(decoder_layer2, 16) # concatenate the output of encoder_layer4 with the up sample con1 = concatenate([up1, encoder_layer1]) # Third layer : 1 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the From 9a122bd11721936327e201e5f57709a9ebf400e4 Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 10:23:15 +1000 Subject: [PATCH 08/28] Completed Encoder Structure Based on the improved UNet need to change the Maxpooling to a Conv with a stride of 2. I also needed to add the element-wise sum for the encoder side of things. The encoder structure should be complete now. --- recognition/45799930/modules.py | 36 ++++++++++++++++++++++++--------- 1 file changed, 26 insertions(+), 10 deletions(-) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index 8839988e9b..dfe63a2162 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -1,7 +1,7 @@ import tensorflow as tf from tensorflow import keras from keras.models import Model -from keras.layers import Input, Conv2D, MaxPooling2D, concatenate, UpSampling2D, Dropout, BatchNormalization +from keras.layers import Input, Conv2D, Add, concatenate, UpSampling2D, Dropout, BatchNormalization # Dense, Flatten, DROPOUT_PROB = 0.3 @@ -34,6 +34,7 @@ def upsample_module(layer, num_filters): up = UpSampling2D(2)(layer) return Conv2D(num_filters, 3, activation='relu', padding='same')(up) + def create_model(input_shape=INPUT_SHAPE): """ Create the improved unet model. This will include all the convolutions, max pooling, @@ -48,35 +49,50 @@ def create_model(input_shape=INPUT_SHAPE): # Create the input for the model. input = Input(shape=input_shape) - # norm1 = InstanceNormalisation + # Create the encoder: # First layer : 2 x 2D Convolutions, filter size 16, with a 3x3 kernel size and a stride size of (2,2). encoder_layer1 = context_module(input, 16) - # max pooling for the first layer to get to the second one - pool1 = MaxPooling2D()(encoder_layer1) + # element wise sum of pre context module and post context module. + sum1 = Add()([input, encoder_layer1]) + + # Do conv with stride of 2 to reduce the size of the model. + pool1 = Conv2D(32, 3, 2, activation='relu', padding='same')(sum1) # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size and a stride size of (2,2). encoder_layer2 = context_module(pool1, 32) - # max pooling for the second layer to get to the third one - pool2 = MaxPooling2D()(encoder_layer2) + # element wise sum of pre context module and post context module. + sum2 = Add()([pool1, encoder_layer2]) + + # Do conv with stride of 2 to reduce the size of the model. + pool2 = Conv2D(64, 3, 2, activation='relu', padding='same')(sum2) # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size and a stride size of (2,2). encoder_layer3 = context_module(pool2, 64) - # max pooling for the third layer to get to the forth one - pool3 = MaxPooling2D()(encoder_layer3) + # element wise sum of pre context module and post context module. + sum3 = Add()([pool2, encoder_layer3]) + + # Do conv with stride of 2 to reduce the size of the model. + pool3 = Conv2D(128, 3, 2, activation='relu', padding='same')(sum3) # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size and a stride size of (2,2). encoder_layer4 = context_module(pool3, 128) - # max pooling for the forth layer to get to the fifth one - pool4 = MaxPooling2D()(encoder_layer4) + # element wise sum of pre context module and post context module. + sum4 = Add()([pool3, encoder_layer4]) + + # Do conv with stride of 2 to reduce the size of the model. + pool4 = Conv2D(256, 3, 2, activation='relu', padding='same')(sum4) # Fifth layer : 2 x 2D Convolutions, filter size 256, with a 3x3 kernel size and a stride size of (2,2). encoder_layer5 = context_module(pool4, 256) + # element wise sum of pre context module and post context module. + sum5 = Add()([pool4, encoder_layer5]) + # Create the decoder: # up sample layer 5 to get to layer 4 From a251fc01a8021a9ddfb9e7e8d08b6cda49026fd2 Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 10:41:25 +1000 Subject: [PATCH 09/28] Added and Edited Documentation Added documentation for the new functions created and changed the spacing of the encoder part of create_module so it corresponds with the layers on the improved UNet. structure. --- recognition/45799930/modules.py | 43 ++++++++++++++++++++------------- 1 file changed, 26 insertions(+), 17 deletions(-) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index dfe63a2162..0799e90d76 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -26,77 +26,86 @@ def context_module(layer, num_filters): def upsample_module(layer, num_filters): """ + Creates the up-sample module based off the improved UNet structure. First you up-sample + followed by a 3x3 conv. - :param layer: - :param num_filters: - :return: + :param layer: the input layer within this module. + :param num_filters: the number of filters to pass into Conv2D. + :return: the final layer of this up-sample module. """ up = UpSampling2D(2)(layer) return Conv2D(num_filters, 3, activation='relu', padding='same')(up) +def localisation_module(layer, num_filters): + """ + creates the localisation module based on the improved UNet structure. This is two convolutions, + with the last one being a kernel size of 1x1 and the first one being a kernel size of 3x3. + + :param layer: the input layer within this module. + :param num_filters: the number of filters to pass into Conv2D. + :return: the final layer of this localisation module. + """ + decoder = Conv2D(64, 3, activation='relu', padding='same')(layer) + return Conv2D(64, 1, activation='relu', padding='same')(decoder) + + def create_model(input_shape=INPUT_SHAPE): """ - Create the improved unet model. This will include all the convolutions, max pooling, - and upsampling. + Create the improved unet model. :param input_shape: The shape of the images that we will be passing into the model. As we are using the one type of image we set the default to (256, 256, 1) but added this feature so that it could be easily adapted to another model if required in the future. - :return: + :return: the module that has been created. """ # Create the input for the model. input = Input(shape=input_shape) + # initial 3x3 conv with filter of 16 + setup = Conv2D(16, 3, activation='relu', padding='same')(input) + # Create the encoder: # First layer : 2 x 2D Convolutions, filter size 16, with a 3x3 kernel size and a stride size of (2,2). - encoder_layer1 = context_module(input, 16) - + encoder_layer1 = context_module(setup, 16) # element wise sum of pre context module and post context module. sum1 = Add()([input, encoder_layer1]) # Do conv with stride of 2 to reduce the size of the model. pool1 = Conv2D(32, 3, 2, activation='relu', padding='same')(sum1) - # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size and a stride size of (2,2). encoder_layer2 = context_module(pool1, 32) - # element wise sum of pre context module and post context module. sum2 = Add()([pool1, encoder_layer2]) # Do conv with stride of 2 to reduce the size of the model. pool2 = Conv2D(64, 3, 2, activation='relu', padding='same')(sum2) - # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size and a stride size of (2,2). encoder_layer3 = context_module(pool2, 64) - # element wise sum of pre context module and post context module. sum3 = Add()([pool2, encoder_layer3]) # Do conv with stride of 2 to reduce the size of the model. pool3 = Conv2D(128, 3, 2, activation='relu', padding='same')(sum3) - # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size and a stride size of (2,2). encoder_layer4 = context_module(pool3, 128) - # element wise sum of pre context module and post context module. sum4 = Add()([pool3, encoder_layer4]) # Do conv with stride of 2 to reduce the size of the model. pool4 = Conv2D(256, 3, 2, activation='relu', padding='same')(sum4) - # Fifth layer : 2 x 2D Convolutions, filter size 256, with a 3x3 kernel size and a stride size of (2,2). encoder_layer5 = context_module(pool4, 256) - # element wise sum of pre context module and post context module. sum5 = Add()([pool4, encoder_layer5]) # Create the decoder: # up sample layer 5 to get to layer 4 - up4 = upsample_module(encoder_layer5, 128) + up4 = upsample_module(sum5, 128) + # concatenate the output of encoder_layer4 with the up sample con4 = concatenate([up4, encoder_layer4]) # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size for the first one and 1x1 for the From c90a00f8897af1908a350c2470d215b713635e28 Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 11:04:20 +1000 Subject: [PATCH 10/28] Finished decoder of model Added localisation module function to clean up create module function. I changed the concatenate lines as they were doing one of the wrong variables. Added the segmentation layers as well at the end, the element-wise sum of them and added the softmax layer to finish off the module. --- recognition/45799930/modules.py | 50 ++++++++++++++++++--------------- 1 file changed, 27 insertions(+), 23 deletions(-) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index 0799e90d76..b0ea8b76f9 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -46,8 +46,8 @@ def localisation_module(layer, num_filters): :param num_filters: the number of filters to pass into Conv2D. :return: the final layer of this localisation module. """ - decoder = Conv2D(64, 3, activation='relu', padding='same')(layer) - return Conv2D(64, 1, activation='relu', padding='same')(decoder) + decoder = Conv2D(num_filters, 3, activation='relu', padding='same')(layer) + return Conv2D(num_filters, 1, activation='relu', padding='same')(decoder) def create_model(input_shape=INPUT_SHAPE): @@ -106,43 +106,47 @@ def create_model(input_shape=INPUT_SHAPE): # up sample layer 5 to get to layer 4 up4 = upsample_module(sum5, 128) - # concatenate the output of encoder_layer4 with the up sample - con4 = concatenate([up4, encoder_layer4]) + # concatenate the output of sum4 with the up sample + con4 = concatenate([up4, sum4]) # Forth layer : 2 x 2D Convolutions, filter size 128, with a 3x3 kernel size for the first one and 1x1 for the # second one and a stride size of (2,2). - decoder_layer4 = Conv2D(128, 3, activation='relu', padding='same')(con4) - # decoder_layer4 = Dropout(DROPOUT_PROB)(encoder_layer5) - # decoder_layer4 = BatchNormalization()(decoder_layer4) - decoder_layer4 = Conv2D(128, 1, activation='relu', padding='same')(decoder_layer4) - + decoder_layer4 = localisation_module(con4, 128) # up sample layer 4 to get to layer 3 up3 = upsample_module(decoder_layer4, 64) - # concatenate the output of encoder_layer4 with the up sample - con3 = concatenate([up3, encoder_layer3]) + + # concatenate the output of sum3 with the up sample + con3 = concatenate([up3, sum3]) # Third layer : 2 x 2D Convolutions, filter size 64, with a 3x3 kernel size for the first one and 1x1 for the # second one and a stride size of (2,2). - decoder_layer3 = Conv2D(64, 3, activation='relu', padding='same')(con3) - decoder_layer3 = Conv2D(64, 1, activation='relu', padding='same')(decoder_layer3) - + decoder_layer3 = localisation_module(con3, 64) # up sample layer 3 to get to layer 2 up2 = upsample_module(decoder_layer3, 32) - # concatenate the output of encoder_layer4 with the up sample - con2 = concatenate([up2, encoder_layer2]) + + # concatenate the output of sum2 with the up sample + con2 = concatenate([up2, sum2]) # Second layer : 2 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the # second one and a stride size of (2,2). - decoder_layer2 = Conv2D(32, 3, activation='relu', padding='same')(con2) - decoder_layer2 = Conv2D(32, 1, activation='relu', padding='same')(decoder_layer2) - + decoder_layer2 = localisation_module(con2, 32) # up sample layer 2 to get to layer 1 up1 = upsample_module(decoder_layer2, 16) - # concatenate the output of encoder_layer4 with the up sample - con1 = concatenate([up1, encoder_layer1]) - # Third layer : 1 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the + + # concatenate the output of sum1 with the up sample + con1 = concatenate([up1, sum1]) + # First layer : 1 x 2D Convolutions, filter size 32, with a 3x3 kernel size for the first one and 1x1 for the # second one and a stride size of (2,2). decoder_layer1 = Conv2D(32, 3, activation='relu', padding='same')(con1) # Now do all the segmentation layers. + seg_layer3 = Conv2D(16, 3, activation='relu', padding='same')(decoder_layer3) + seg_layer2 = Conv2D(16, 3, activation='relu', padding='same')(decoder_layer2) + seg_layer1 = Conv2D(16, 3, activation='relu', padding='same')(decoder_layer1) + + # element wise sum of segmentation layers + seg_sum_2 = Add()([seg_layer3, seg_layer2]) + seg_sum_1 = Add()([seg_layer1, seg_sum_2]) - output = None + # softmax to finish off + # todo: should this filter size be 16? + output = Conv2D(16, 3, activation='softmax', padding='same')(seg_sum_1) return Model(inputs=input, outputs=output) From bf5f872125616d8bb06e076b9922d6cfd01b9a65 Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 13:27:47 +1000 Subject: [PATCH 11/28] README Initial Structure Title and subtitles added to README.md based on requirements stated in the task sheet in the README description and its marking criteria. --- recognition/45799930/README.md | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index e69de29bb2..5bdc63abd3 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -0,0 +1,31 @@ +# Segmentation of the ISIC Dataset with the Improved UNet + +## Description of the Algorithm and Problem it Solves + +The algorithm is based upon the improved UNet structure. This + +## How the Algorithm Works + +## Visualisation + +## Dependencies + +### Versions required: + +```commandline +Tensorflow: 2.10.0 +``` + +### Address reproducibility: + +## Justification + +### Specific Pre-Processing + +### Training, Validation and Testing Splits + +## Examples + +### Example Input: + +### Example Output: From f19d20d26ba4412eefd83d1183578402d3a78694 Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 14:10:35 +1000 Subject: [PATCH 12/28] README Address Reproducibility info Added information for the address reproducibility for this assignment to run in the README.md file. --- recognition/45799930/README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index 5bdc63abd3..02aa082c63 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -18,6 +18,15 @@ Tensorflow: 2.10.0 ### Address reproducibility: +To ensure that the code is able to be run, you will need to download the datasets - training data, validation data, and testing data. Also you will need to download the truth of each of those datasets, where you should download the one in the first row which have the binary masks in PNG format. Once downloaded these folders should be moved to the recognition/45799930 directory, keeping the same names that where made when created. Therefore the directories that should have been added are + +* ISIC-2017_Test_v2_Data +* ISIC-2017_Test_v2_Part1_GroundTruth +* ISIC-2017_Training_Data +* ISIC-2017_Training_Part1_GroundTruth +* ISIC-2017_Validation_Data +* ISIC-2017_Validation_Part1_GroundTruth + ## Justification ### Specific Pre-Processing From fc96a9c214175ff24bae5bf1978fe33795849bdd Mon Sep 17 00:00:00 2001 From: jessica Date: Wed, 19 Oct 2022 14:28:57 +1000 Subject: [PATCH 13/28] train.py initial class structure Imported needed functions from modules and classes from datasets. Also calls these in the init method so that immediately we get the dataset and module created. --- recognition/45799930/train.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/recognition/45799930/train.py b/recognition/45799930/train.py index e69de29bb2..e7ea73531a 100644 --- a/recognition/45799930/train.py +++ b/recognition/45799930/train.py @@ -0,0 +1,10 @@ +from modules import create_model +from dataset import DataSet + + +class TrainedModel: + + def __int__(self): + self.dataset = DataSet() + self.model = create_model(self.dataset.image_shape) + From 4a63ca74a970437c7a9a5e6d6a39786b0863d473 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 20 Oct 2022 15:23:34 +1000 Subject: [PATCH 14/28] Dice Similarity Added A function was created in train.py, which calculates the dice similarity coefficient of two images that will be passed in as tensors. This is based on the link in the task sheet. --- recognition/45799930/train.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/recognition/45799930/train.py b/recognition/45799930/train.py index e7ea73531a..a4fd3c927c 100644 --- a/recognition/45799930/train.py +++ b/recognition/45799930/train.py @@ -1,5 +1,18 @@ from modules import create_model from dataset import DataSet +from tensorflow import reduce_sum + + +def dice_sim_co(x, y): + """ + This implements the dice similarity coefficients as described on the link in the task sheet. + To get the coefficient the equation is + (2 * |X ∩ Y|)/(|X| + |Y|) + :param x : An image in the form of a tensor + :param y : An image to compare to in the form of a tensor. + :return: + """ + return (2 * reduce_sum(x * y)) / (reduce_sum(x) + reduce_sum(y)) class TrainedModel: From 9bb02932d3aafb72eec2558eb421c491e21d6648 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 20 Oct 2022 19:03:42 +1000 Subject: [PATCH 15/28] Pre Processing Data Function Found the need to preprocess the data because the dataset in past has just contained the path to the images so created this method so that we can map the data to the right location. --- recognition/45799930/dataset.py | 28 ++++++++++++++++++++++++---- 1 file changed, 24 insertions(+), 4 deletions(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 3394526f91..ff0736e2a9 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -18,8 +18,7 @@ def __init__(self): self.training_filenames = None self.training_truth_filenames = None self.download_dataset() - self.image_width = 256 - self.image_height = 256 + self.image_shape = (256, 256) def download_dataset(self): """ @@ -54,6 +53,27 @@ def download_dataset(self): return False return True + def pre_process(self, image, truth_image): + """ + Need to preprocess the data as all we have right now is a location of the image and truth + image. Do this by reading the file, decoding the jpeg or png respectively. We check to + ensure that all the images are the same size. Then cast them to make sure in the same form + I cast both of them to make it easier for me. + + :param image: the path to the image + :param truth_image: the path to the ground truth image. + :return: a tuple containing the processed image and ground-truth image. + """ + image = tf.io.read_file(image) + # todo: do i need to change the chanels? 0 is the number used in the jpeg + image = tf.io.decode_jpeg(image, channels=0) + image = tf.image.resize(image, (256, 256)) + image = tf.cast(image, tf.float32) / 255. + + truth_image = tf.io.read_file(truth_image) + # todo: do i need to change the chanels? 0 is the number used in the jpeg + truth_image = tf.io.decode_png(truth_image, channels=0) + truth_image = tf.image.resize(truth_image, (256, 256)) + truth_image = tf.cast(truth_image, tf.float32) / 255. -data = DataSet() -print(type(data)) + return image, truth_image From b99fbc3eb2fd8c3727c44ce39fa39128fecdd471 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 20 Oct 2022 19:36:24 +1000 Subject: [PATCH 16/28] Immediately Preprocess Data Changed download_dataset so that it automatically processes the data. This then meant class variable names were changed, which had a flow-on effect through the class and separated the processing of the image and the truth as I would otherwise have to change my dataset into a tuple for the data and truth sets. --- recognition/45799930/dataset.py | 48 ++++++++++++++++++++------------- 1 file changed, 30 insertions(+), 18 deletions(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index ff0736e2a9..01b2125a93 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -11,12 +11,12 @@ class DataSet: def __init__(self): - self.validate_filenames = None - self.validate_truth_filenames = None - self.testing_filenames = None - self.testing_truth_filenames = None - self.training_filenames = None - self.training_truth_filenames = None + self.validate = None + self.validate_truth = None + self.testing = None + self.testing_truth = None + self.training = None + self.training_truth = None self.download_dataset() self.image_shape = (256, 256) @@ -41,19 +41,28 @@ def download_dataset(self): validate_filenames = sorted(glob.glob('./ISIC-2017_Validation_Data/*.jpg')) # convert this into tensorflow array - self.training_truth_filenames = tf.data.Dataset.from_tensor_slices(training_truth_filenames) - self.training_filenames = tf.data.Dataset.from_tensor_slices(training_filenames) - self.testing_truth_filenames = tf.data.Dataset.from_tensor_slices(testing_truth_filenames) - self.testing_filenames = tf.data.Dataset.from_tensor_slices(testing_filenames) - self.validate_truth_filenames = tf.data.Dataset.from_tensor_slices(validate_truth_filenames) - self.validate_filenames = tf.data.Dataset.from_tensor_slices(validate_filenames) + training_truth_filenames = tf.data.Dataset.from_tensor_slices(training_truth_filenames) + training_filenames = tf.data.Dataset.from_tensor_slices(training_filenames) + testing_truth_filenames = tf.data.Dataset.from_tensor_slices(testing_truth_filenames) + testing_filenames = tf.data.Dataset.from_tensor_slices(testing_filenames) + validate_truth_filenames = tf.data.Dataset.from_tensor_slices(validate_truth_filenames) + validate_filenames = tf.data.Dataset.from_tensor_slices(validate_filenames) + + # process the data so that we can change the information from + self.training_truth = training_truth_filenames.map(self.pre_process_truth) + self.training = training_filenames.map(self.pre_process_image) + self.testing_truth = testing_truth_filenames.map(self.pre_process_truth) + self.testing = testing_filenames.map(self.pre_process_image) + self.validate_truth = validate_truth_filenames.map(self.pre_process_truth) + self.validate = validate_filenames.map(self.pre_process_image) + # Let's just check to make sure that the truth is the same length as their corresponding dataset - if len(self.training_filenames) != len(self.training_truth_filenames) or len(self.testing_filenames) != len( - self.testing_filenames) or len(self.validate_filenames) != len(self.validate_truth_filenames): + if len(self.training) != len(self.training_truth) or len(self.testing) != len( + self.testing) or len(self.validate) != len(self.validate_truth): return False return True - def pre_process(self, image, truth_image): + def pre_process_image(self, image): """ Need to preprocess the data as all we have right now is a location of the image and truth image. Do this by reading the file, decoding the jpeg or png respectively. We check to @@ -65,15 +74,18 @@ def pre_process(self, image, truth_image): :return: a tuple containing the processed image and ground-truth image. """ image = tf.io.read_file(image) - # todo: do i need to change the chanels? 0 is the number used in the jpeg + # todo: do i need to change the channels? 0 is the number used in the jpeg image = tf.io.decode_jpeg(image, channels=0) image = tf.image.resize(image, (256, 256)) image = tf.cast(image, tf.float32) / 255. + return image + + def pre_process_truth(self, truth_image): truth_image = tf.io.read_file(truth_image) - # todo: do i need to change the chanels? 0 is the number used in the jpeg + # todo: do i need to change the channels? 0 is the number used in the jpeg truth_image = tf.io.decode_png(truth_image, channels=0) truth_image = tf.image.resize(truth_image, (256, 256)) truth_image = tf.cast(truth_image, tf.float32) / 255. - return image, truth_image + return truth_image From bd0662d8f8ff7cd6500f63dcf03598942d8d362a Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 20 Oct 2022 19:55:42 +1000 Subject: [PATCH 17/28] README Pre-processing Added key information on the preprocessing of the data that was just compleated. Also added some small changes, such as Author and student ID and did some more basic formatting to make it clearer to read. --- recognition/45799930/README.md | 37 +++++++++++++++++++++++++++++++++- 1 file changed, 36 insertions(+), 1 deletion(-) diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index 02aa082c63..c90194d9f3 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -1,13 +1,36 @@ # Segmentation of the ISIC Dataset with the Improved UNet +--- + +Author: Jessica Sullivan + +Student id: 45799930 + +Assignment: COMP3710 Report + +--- + + ## Description of the Algorithm and Problem it Solves The algorithm is based upon the improved UNet structure. This +--- + + + ## How the Algorithm Works +--- + + + ## Visualisation +--- + + + ## Dependencies ### Versions required: @@ -18,7 +41,7 @@ Tensorflow: 2.10.0 ### Address reproducibility: -To ensure that the code is able to be run, you will need to download the datasets - training data, validation data, and testing data. Also you will need to download the truth of each of those datasets, where you should download the one in the first row which have the binary masks in PNG format. Once downloaded these folders should be moved to the recognition/45799930 directory, keeping the same names that where made when created. Therefore the directories that should have been added are +To ensure that the code can run, you will need to download the datasets - training data, validation data, and testing data. Also you will need to download the truth of each of those datasets, where you should download the one in the first row which have the binary masks in PNG format. Once downloaded these folders should be moved to the recognition/45799930 directory, keeping the same names that where made when created. Therefore the directories that should have been added are * ISIC-2017_Test_v2_Data * ISIC-2017_Test_v2_Part1_GroundTruth @@ -27,14 +50,26 @@ To ensure that the code is able to be run, you will need to download the dataset * ISIC-2017_Validation_Data * ISIC-2017_Validation_Part1_GroundTruth +--- + + + ## Justification ### Specific Pre-Processing +There was some pre-processing done on the data, to ensure that the images are downloaded and processed correctly, that they where the same size and that the colouring is correct. This was all done in the `dataset.py` file. Once the image was read by using the correct pathway, if it was decoded depedning on the file type (jpeg for images and png for the truth images). This was then processed to make sure that all images where of the size (256, 256). After ensureing that we where only dealing with elements that where of type `tensorflow.float32` the image was normalised by dividing by 255. + ### Training, Validation and Testing Splits +--- + + + ## Examples ### Example Input: ### Example Output: + +--- From d796b4e8a3787e4e2110e8d7598b1d2a1cab3a14 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 20 Oct 2022 19:57:47 +1000 Subject: [PATCH 18/28] Doc Strings dataset.py added doc strings to the functions that were missing their own while modifying others that had changed since they were first written. --- recognition/45799930/dataset.py | 18 ++++++++++++------ 1 file changed, 12 insertions(+), 6 deletions(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 01b2125a93..4d8916be33 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -64,14 +64,12 @@ def download_dataset(self): def pre_process_image(self, image): """ - Need to preprocess the data as all we have right now is a location of the image and truth - image. Do this by reading the file, decoding the jpeg or png respectively. We check to - ensure that all the images are the same size. Then cast them to make sure in the same form - I cast both of them to make it easier for me. + Need to preprocess the data as all we have right now is a location of the image. Do this by reading the file, + decoding the jpeg. We check to ensure that all the images are the same size. Then cast them to make sure in the + same form I cast it to a float. :param image: the path to the image - :param truth_image: the path to the ground truth image. - :return: a tuple containing the processed image and ground-truth image. + :return: the processed image """ image = tf.io.read_file(image) # todo: do i need to change the channels? 0 is the number used in the jpeg @@ -82,6 +80,14 @@ def pre_process_image(self, image): return image def pre_process_truth(self, truth_image): + """ + Need to preprocess the data as all we have right now is a location of the truth image. Do this by reading the + file, decoding the png. We check to ensure that all the images are the same size. Then cast them to make sure + in the same form I cast it to a float. + + :param truth_image: the path to the truth_image + :return: the processed truth image + """ truth_image = tf.io.read_file(truth_image) # todo: do i need to change the channels? 0 is the number used in the jpeg truth_image = tf.io.decode_png(truth_image, channels=0) From f21b782792f20d4685afd745577ae70a7e61b9e7 Mon Sep 17 00:00:00 2001 From: jessica Date: Thu, 20 Oct 2022 20:12:58 +1000 Subject: [PATCH 19/28] dataset 2D tensor I had problems trying to implement model.fit and using batch with the current structure of the data, so I found out it would be easier if used from_tensor_slices to make them into tensors with two elements. --- recognition/45799930/dataset.py | 25 +++++++++++++------------ 1 file changed, 13 insertions(+), 12 deletions(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 4d8916be33..3f2ce95dc6 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -12,11 +12,8 @@ class DataSet: def __init__(self): self.validate = None - self.validate_truth = None self.testing = None - self.testing_truth = None self.training = None - self.training_truth = None self.download_dataset() self.image_shape = (256, 256) @@ -49,17 +46,21 @@ def download_dataset(self): validate_filenames = tf.data.Dataset.from_tensor_slices(validate_filenames) # process the data so that we can change the information from - self.training_truth = training_truth_filenames.map(self.pre_process_truth) - self.training = training_filenames.map(self.pre_process_image) - self.testing_truth = testing_truth_filenames.map(self.pre_process_truth) - self.testing = testing_filenames.map(self.pre_process_image) - self.validate_truth = validate_truth_filenames.map(self.pre_process_truth) - self.validate = validate_filenames.map(self.pre_process_image) + training_truth = training_truth_filenames.map(self.pre_process_truth) + training = training_filenames.map(self.pre_process_image) + testing_truth = testing_truth_filenames.map(self.pre_process_truth) + testing = testing_filenames.map(self.pre_process_image) + validate_truth = validate_truth_filenames.map(self.pre_process_truth) + validate = validate_filenames.map(self.pre_process_image) # Let's just check to make sure that the truth is the same length as their corresponding dataset - if len(self.training) != len(self.training_truth) or len(self.testing) != len( - self.testing) or len(self.validate) != len(self.validate_truth): + if len(training) != len(training_truth) or len(testing) != len( + testing_truth) or len(validate) != len(validate_truth): return False + + self.training = tf.data.Dataset.from_tensor_slices((training, training_truth)) + self.testing = tf.data.Dataset.from_tensor_slices((testing, testing_truth)) + self.validate = tf.data.Dataset.from_tensor_slices((validate, validate_truth)) return True def pre_process_image(self, image): @@ -84,7 +85,7 @@ def pre_process_truth(self, truth_image): Need to preprocess the data as all we have right now is a location of the truth image. Do this by reading the file, decoding the png. We check to ensure that all the images are the same size. Then cast them to make sure in the same form I cast it to a float. - + :param truth_image: the path to the truth_image :return: the processed truth image """ From a6f89e53a3c8bc9751bf2fa3781bf5577b50a70e Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 07:54:15 +1000 Subject: [PATCH 20/28] Tensor Slices Zero Error Fixed MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit When running, there was a problem with using from_tensor_slices twice as it had one of the dimensions as none, and we couldn’t combine two tensors like that. It was changed so when the tensor slices are first called it forms two-dimensional tensors. This means the pre_processing had to be combined as passing it into the map with include both the image and truth --- recognition/45799930/dataset.py | 59 ++++++++++----------------------- 1 file changed, 18 insertions(+), 41 deletions(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 3f2ce95dc6..d3682726d1 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -20,14 +20,14 @@ def __init__(self): def download_dataset(self): """ This sets up the datasets we need for training, testing or validating. We need both the dataset and the truth - sets so that we know what it should be after processing. + sets so that we know what it should be after processing. They have been combined in a multidimensional + tensor. :return: bool: True if all data sets and their respective truth data sets are the same size, false otherwise. """ - # get all the image paths for the different sets - training testing and validation. Then sort these in order so # that they are in the same order (truth and initial). training_truth_filenames = sorted(glob.glob('./ISIC-2017_Training_Part1_GroundTruth/*.png')) @@ -38,39 +38,28 @@ def download_dataset(self): validate_filenames = sorted(glob.glob('./ISIC-2017_Validation_Data/*.jpg')) # convert this into tensorflow array - training_truth_filenames = tf.data.Dataset.from_tensor_slices(training_truth_filenames) - training_filenames = tf.data.Dataset.from_tensor_slices(training_filenames) - testing_truth_filenames = tf.data.Dataset.from_tensor_slices(testing_truth_filenames) - testing_filenames = tf.data.Dataset.from_tensor_slices(testing_filenames) - validate_truth_filenames = tf.data.Dataset.from_tensor_slices(validate_truth_filenames) - validate_filenames = tf.data.Dataset.from_tensor_slices(validate_filenames) + self.training = tf.data.Dataset.from_tensor_slices((training_filenames, training_truth_filenames)) + self.testing = tf.data.Dataset.from_tensor_slices((testing_filenames, testing_truth_filenames)) + self.validate = tf.data.Dataset.from_tensor_slices((validate_filenames, validate_truth_filenames)) - # process the data so that we can change the information from - training_truth = training_truth_filenames.map(self.pre_process_truth) - training = training_filenames.map(self.pre_process_image) - testing_truth = testing_truth_filenames.map(self.pre_process_truth) - testing = testing_filenames.map(self.pre_process_image) - validate_truth = validate_truth_filenames.map(self.pre_process_truth) - validate = validate_filenames.map(self.pre_process_image) + self.training = self.training.map(self.pre_process) + self.testing = self.testing.map(self.pre_process) + self.validate = self.validate.map(self.pre_process) - # Let's just check to make sure that the truth is the same length as their corresponding dataset - if len(training) != len(training_truth) or len(testing) != len( - testing_truth) or len(validate) != len(validate_truth): + if len(training_truth_filenames) != len(training_filenames) or len(testing_filenames) != len( + testing_truth_filenames) or len(validate_truth_filenames) != len(validate_filenames): return False - - self.training = tf.data.Dataset.from_tensor_slices((training, training_truth)) - self.testing = tf.data.Dataset.from_tensor_slices((testing, testing_truth)) - self.validate = tf.data.Dataset.from_tensor_slices((validate, validate_truth)) return True - def pre_process_image(self, image): + def pre_process(self, image, truth_image): """ - Need to preprocess the data as all we have right now is a location of the image. Do this by reading the file, - decoding the jpeg. We check to ensure that all the images are the same size. Then cast them to make sure in the - same form I cast it to a float. + Need to preprocess the data as all we have right now is a location of the image and the truth image. Do this by + reading the file, decoding the jpeg or png respectively. We check to ensure that all the images are the same + size. Then cast them to make sure in the same form I cast it to a float. - :param image: the path to the image - :return: the processed image + :param image: the path to the image. + :param truth_image: the path to the truth image + :return: the processed image and truth image. """ image = tf.io.read_file(image) # todo: do i need to change the channels? 0 is the number used in the jpeg @@ -78,21 +67,9 @@ def pre_process_image(self, image): image = tf.image.resize(image, (256, 256)) image = tf.cast(image, tf.float32) / 255. - return image - - def pre_process_truth(self, truth_image): - """ - Need to preprocess the data as all we have right now is a location of the truth image. Do this by reading the - file, decoding the png. We check to ensure that all the images are the same size. Then cast them to make sure - in the same form I cast it to a float. - - :param truth_image: the path to the truth_image - :return: the processed truth image - """ truth_image = tf.io.read_file(truth_image) # todo: do i need to change the channels? 0 is the number used in the jpeg truth_image = tf.io.decode_png(truth_image, channels=0) truth_image = tf.image.resize(truth_image, (256, 256)) truth_image = tf.cast(truth_image, tf.float32) / 255. - - return truth_image + return image, truth_image From e9585ef568b4ecdac6848caffd3ee9b9095114aa Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 08:25:33 +1000 Subject: [PATCH 21/28] Modules errors fixed The initial element-wise sum was trying to sum up the wrong variable, so they were in incompatible shapes. Segmentation layers when trying to add were also in the wrong shaps so added upsampling where required. --- recognition/45799930/modules.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/recognition/45799930/modules.py b/recognition/45799930/modules.py index b0ea8b76f9..d3ef7adff5 100644 --- a/recognition/45799930/modules.py +++ b/recognition/45799930/modules.py @@ -1,11 +1,9 @@ -import tensorflow as tf -from tensorflow import keras from keras.models import Model from keras.layers import Input, Conv2D, Add, concatenate, UpSampling2D, Dropout, BatchNormalization # Dense, Flatten, DROPOUT_PROB = 0.3 -INPUT_SHAPE = (256, 256, 1) +INPUT_SHAPE = (256, 256, 3) def context_module(layer, num_filters): @@ -71,7 +69,7 @@ def create_model(input_shape=INPUT_SHAPE): # First layer : 2 x 2D Convolutions, filter size 16, with a 3x3 kernel size and a stride size of (2,2). encoder_layer1 = context_module(setup, 16) # element wise sum of pre context module and post context module. - sum1 = Add()([input, encoder_layer1]) + sum1 = Add()([setup, encoder_layer1]) # Do conv with stride of 2 to reduce the size of the model. pool1 = Conv2D(32, 3, 2, activation='relu', padding='same')(sum1) @@ -138,15 +136,17 @@ def create_model(input_shape=INPUT_SHAPE): # Now do all the segmentation layers. seg_layer3 = Conv2D(16, 3, activation='relu', padding='same')(decoder_layer3) + seg_layer3 = UpSampling2D()(seg_layer3) seg_layer2 = Conv2D(16, 3, activation='relu', padding='same')(decoder_layer2) seg_layer1 = Conv2D(16, 3, activation='relu', padding='same')(decoder_layer1) # element wise sum of segmentation layers seg_sum_2 = Add()([seg_layer3, seg_layer2]) + seg_sum_2 = UpSampling2D()(seg_sum_2) seg_sum_1 = Add()([seg_layer1, seg_sum_2]) - # softmax to finish off - # todo: should this filter size be 16? - output = Conv2D(16, 3, activation='softmax', padding='same')(seg_sum_1) + # softmax to finish off + # todo: should this filter size be 2? + output = Conv2D(2, 3, activation='softmax', padding='same')(seg_sum_1) return Model(inputs=input, outputs=output) From 41d998de25b6b4c3d4d16cc971019e674d3250c8 Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 08:34:09 +1000 Subject: [PATCH 22/28] Train Model Print Added Function created to print out the result of the epochs once the model has been trained. Changed to functions rather than a class as the class structure is not required and makes it more complex. --- recognition/45799930/train.py | 39 ++++++++++++++++++++++++++++------- 1 file changed, 31 insertions(+), 8 deletions(-) diff --git a/recognition/45799930/train.py b/recognition/45799930/train.py index a4fd3c927c..bdd0101598 100644 --- a/recognition/45799930/train.py +++ b/recognition/45799930/train.py @@ -1,6 +1,37 @@ from modules import create_model from dataset import DataSet from tensorflow import reduce_sum +import matplotlib.pyplot as plt + + +def train_model(): + dataset = DataSet() + model = create_model() + + # Train the model + model.compile(optimizer='adam', loss="binary_crossentropy", metrics=[dice_sim_co]) + history = model.fit(dataset.training.batch(10), epochs=10, validation_data=dataset.validate.batch(10)) + print_history(history) + + # Print the model history + + +def print_history(history): + plt.plot(history.history['accuracy']) + plt.plot(history.history['val_accuracy']) + plt.title('model accuracy') + plt.ylabel('accuracy') + plt.xlabel('epoch') + plt.legend(['train', 'val'], loc='upper left') + plt.show() + + plt.plot(history.history['loss']) + plt.plot(history.history['val_loss']) + plt.title('model loss') + plt.ylabel('loss') + plt.xlabel('epoch') + plt.legend(['train', 'val'], loc='upper left') + plt.show() def dice_sim_co(x, y): @@ -13,11 +44,3 @@ def dice_sim_co(x, y): :return: """ return (2 * reduce_sum(x * y)) / (reduce_sum(x) + reduce_sum(y)) - - -class TrainedModel: - - def __int__(self): - self.dataset = DataSet() - self.model = create_model(self.dataset.image_shape) - From a90f633749b5dd3fce62f4f380acc78e67c56e94 Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 09:19:55 +1000 Subject: [PATCH 23/28] Splicing Training Dataset Instead of using all the datasets, as there is already a large amount of data in the training dataset, we split that dataset into three o create all the testing, training and validating data sets. The same was done for the truth. This them was updated in the readme --- recognition/45799930/README.md | 9 +++------ recognition/45799930/dataset.py | 29 ++++++++++++++++++++++++----- 2 files changed, 27 insertions(+), 11 deletions(-) diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index c90194d9f3..2be5ee5186 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -6,7 +6,7 @@ Author: Jessica Sullivan Student id: 45799930 -Assignment: COMP3710 Report +Assignment: COMP3710 Report Semester 2, 2022 --- @@ -37,18 +37,15 @@ The algorithm is based upon the improved UNet structure. This ```commandline Tensorflow: 2.10.0 +Matplotlib: 3.5.3 ``` ### Address reproducibility: -To ensure that the code can run, you will need to download the datasets - training data, validation data, and testing data. Also you will need to download the truth of each of those datasets, where you should download the one in the first row which have the binary masks in PNG format. Once downloaded these folders should be moved to the recognition/45799930 directory, keeping the same names that where made when created. Therefore the directories that should have been added are +To ensure that the code can run, you will need to download the training dataset and the truth training dataset where you should download the one in the first row which have the binary masks in PNG format. These can be downloaded from [here](https://challenge.isic-archive.com/data/#2017). Once downloaded these folders should be moved to the recognition/45799930 directory, keeping the same names that where made when created. Therefore the directories that should have been added are: -* ISIC-2017_Test_v2_Data -* ISIC-2017_Test_v2_Part1_GroundTruth * ISIC-2017_Training_Data * ISIC-2017_Training_Part1_GroundTruth -* ISIC-2017_Validation_Data -* ISIC-2017_Validation_Part1_GroundTruth --- diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index d3682726d1..27048f44be 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -1,6 +1,7 @@ import glob import tensorflow as tf -import matplotlib.pyplot as plt +from sklearn.utils import shuffle +from math import floor """ Create a class to download and sort the ISIC data set. We shall download the training, test and validation data as well @@ -32,10 +33,15 @@ def download_dataset(self): # that they are in the same order (truth and initial). training_truth_filenames = sorted(glob.glob('./ISIC-2017_Training_Part1_GroundTruth/*.png')) training_filenames = sorted(glob.glob('./ISIC-2017_Training_Data/*.jpg')) - testing_truth_filenames = sorted(glob.glob('./ISIC-2017_Test_v2_Part1_GroundTruth/*.png')) - testing_filenames = sorted(glob.glob('./ISIC-2017_Test_v2_Data/*.jpg')) - validate_truth_filenames = sorted(glob.glob('./ISIC-2017_Validation_Part1_GroundTruth/*.png')) - validate_filenames = sorted(glob.glob('./ISIC-2017_Validation_Data/*.jpg')) + + train, truth = shuffle((training_filenames, training_truth_filenames)) + length = len(train) + training_truth_filenames = truth[:floor(length * 0.8)] + training_filenames = train[:floor(length * 0.8)] + testing_truth_filenames = truth[floor(length * 0.8):floor(length * 0.9)] + testing_filenames = train[floor(length * 0.8):floor(length * 0.9)] + validate_truth_filenames = truth[floor(length * 0.9):] + validate_filenames = train[floor(length * 0.9):] # convert this into tensorflow array self.training = tf.data.Dataset.from_tensor_slices((training_filenames, training_truth_filenames)) @@ -73,3 +79,16 @@ def pre_process(self, image, truth_image): truth_image = tf.image.resize(truth_image, (256, 256)) truth_image = tf.cast(truth_image, tf.float32) / 255. return image, truth_image + + def split_data(self, data, truths): + """ + + :param training_data: + :return: + """ + length = len(data) + train_len = length * 0.8 + val_test_len = length * 0.1 + data, truths = tf.random.shuffle(data, truths) + + # train, test, val = data. From 6a26a71114b908589d8956bc549abe84f32f834a Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 11:35:40 +1000 Subject: [PATCH 24/28] Split Information Added Added all the information and justification on the split of the datasets in the readme file. --- recognition/45799930/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index 2be5ee5186..035625599f 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -59,6 +59,8 @@ There was some pre-processing done on the data, to ensure that the images are do ### Training, Validation and Testing Splits +As only the training data from the link provised was downloaded (and its corresponding truth values), the data with split into training, validation and testing sets. The ratio chosen was 80% of the data was allocated to training the data, 10% was allocated to validating the data, and the final 10% for testing the data. The initial dataset was shuffled (combined with the truth so that they are tsill at corespoding parts of their respective tensors) so that it was a random 80% of the data that was selected for the training, and the 10% allocated to the validation and testing data. This ratio was chosen as it is ideal to have as much data as possible to train the model so that the model can become as accurate as possible. + --- From aea443aca2a48a7fceae76e35d07eb18649bbe8d Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 16:45:10 +1000 Subject: [PATCH 25/28] Description Problem Algorithm Solves Added information for what the algorithm is that we are using and the problem that it solves to the readme. Images were added to the readme so a images folder was also added for ease and cleanliness. --- recognition/45799930/README.md | 25 ++++++------------ recognition/45799930/images/.DS_Store | Bin 0 -> 6148 bytes recognition/45799930/images/Improved_UNet.png | Bin 0 -> 178692 bytes recognition/45799930/images/UNet.png | Bin 0 -> 160001 bytes recognition/45799930/images/mask.png | Bin 0 -> 4568 bytes recognition/45799930/images/original.jpg | Bin 0 -> 49964 bytes 6 files changed, 8 insertions(+), 17 deletions(-) create mode 100644 recognition/45799930/images/.DS_Store create mode 100644 recognition/45799930/images/Improved_UNet.png create mode 100644 recognition/45799930/images/UNet.png create mode 100644 recognition/45799930/images/mask.png create mode 100644 recognition/45799930/images/original.jpg diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index 035625599f..8f7f426c2b 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -6,31 +6,26 @@ Author: Jessica Sullivan Student id: 45799930 -Assignment: COMP3710 Report Semester 2, 2022 +Assignment: COMP3710 Report Semester 2, 2022 --- - ## Description of the Algorithm and Problem it Solves -The algorithm is based upon the improved UNet structure. This - ---- +The ISIC dataset contains images of skin lesions created by the International Skin Imaging collection (ISIC). They come out with a new dataset every year, which has become a major machine learning task to help identify skin cancer and to attempt to define whether the skin lesions are malignant (as stated [here](https://pubmed.ncbi.nlm.nih.gov/34852988/#:~:text=The%20International%20Skin%20Imaging%20Collaboration,cancer%20detection%20and%20malignancy%20assessment.)). The task given was to segment this data using the improved UNet and to ensure that all labels have a minimum dice coefficient of 0.8. UNet is an algorithm that segments the data using a convolutional neural network, which means that it categorises parts of an image based on what the algorithm has learned by training itself. The ISIC dataset comes with training data and ground truth training data. The ground truth shows the mask we want the training data to be once it has passed through the neural network. An example of this is: + +Now the minimum dice coefficient represents how accurate our model is. In this case, it would be how much the segmented regions created by the model overlap with the mask (ground truth data). Therefore, the higher the dice coefficient, the greater the accuracy of the model, and a dice coefficient of greater the 0.8 means that more than 80% of the time, the model is correct. The benefit of this model is that being able to detect skin lesions through images accurately would help further advances in medicine, allowing the model to identify the problem areas on the skin. ## How the Algorithm Works ---- - +The model is based of the improved unet structure. This structure, based upon the original UNet structure has been updated in an attempt to make the model more accurate. The structure of onld unet model looks like: -## Visualisation --- - - ## Dependencies ### Versions required: @@ -42,29 +37,25 @@ Matplotlib: 3.5.3 ### Address reproducibility: -To ensure that the code can run, you will need to download the training dataset and the truth training dataset where you should download the one in the first row which have the binary masks in PNG format. These can be downloaded from [here](https://challenge.isic-archive.com/data/#2017). Once downloaded these folders should be moved to the recognition/45799930 directory, keeping the same names that where made when created. Therefore the directories that should have been added are: +To ensure that the code can run, you will need to download the training dataset and the truth training dataset, where you should download the one in the first row, which has the binary masks in PNG format. These can be downloaded from [here](https://challenge.isic-archive.com/data/#2017). Once downloaded, these folders should be moved to the recognition/45799930 directory, keeping the same names made when created. Therefore the directories that should have been added are: * ISIC-2017_Training_Data * ISIC-2017_Training_Part1_GroundTruth --- - - ## Justification ### Specific Pre-Processing -There was some pre-processing done on the data, to ensure that the images are downloaded and processed correctly, that they where the same size and that the colouring is correct. This was all done in the `dataset.py` file. Once the image was read by using the correct pathway, if it was decoded depedning on the file type (jpeg for images and png for the truth images). This was then processed to make sure that all images where of the size (256, 256). After ensureing that we where only dealing with elements that where of type `tensorflow.float32` the image was normalised by dividing by 255. +Some pre-processing was done on the data to ensure that the images were downloaded and processed correctly, that they were the same size and that the colouring was correct. This was all done in the `dataset.py`file. Once the image was read by using the correct pathway if it was decoded depending on the file type (jpeg for images and png for the truth images), this was processed to ensure that all images were of the size (256, 256). After ensuring that we were only dealing with elements of type`tensorflow.float32`, the image was normalised by dividing by 255. ### Training, Validation and Testing Splits -As only the training data from the link provised was downloaded (and its corresponding truth values), the data with split into training, validation and testing sets. The ratio chosen was 80% of the data was allocated to training the data, 10% was allocated to validating the data, and the final 10% for testing the data. The initial dataset was shuffled (combined with the truth so that they are tsill at corespoding parts of their respective tensors) so that it was a random 80% of the data that was selected for the training, and the 10% allocated to the validation and testing data. This ratio was chosen as it is ideal to have as much data as possible to train the model so that the model can become as accurate as possible. +As only the training data from the link provided was downloaded (and its corresponding truth values), the data with split into training, validation and testing sets. The ratio chosen was 80% of the data allocated to training the data, 10% allocated to validating the data, and the final 10% to testing the data. The initial dataset was shuffled (combined with the truth so that they are still at corresponding parts of their respective tensors) so that it was a random 80% of the data selected for the training, and the 10% allocated to the validation and testing data. This ratio was chosen as it is ideal to have as much data as possible to train the model so that the model can become as accurate as possible. --- - - ## Examples ### Example Input: diff --git a/recognition/45799930/images/.DS_Store b/recognition/45799930/images/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 GIT binary patch literal 6148 zcmeH~Jr2S!425mzP>H1@V-^m;4Wg<&0T*E43hX&L&p$$qDprKhvt+--jT7}7np#A3 zem<@ulZcFPQ@L2!n>{z**++&mCkOWA81W14cNZlEfg7;MkzE(HCqgga^y>{tEnwC%0;vJ&^%eQ zLs35+`xjp>T02*4FfcHPZ{E1Bg@J*K!oa|) zBftZ%?BbE?Vqlz?v{O{nys4v9bZ1NT-IwjN-D-~+Qg@wEYg@(a^YXkl^ll! za;5qZ~ zAhRwstFSElx+oW2)#K#rdxibk>P;Lv{TT z=V_8(B_S5Oo&{g3`_bibQQZEtxcs_QMNq8nv*(Y`r(%tL(9ED9PQ@F$D$6dT^-ky| zM-1J!V%EfV&bg`xdiJLe@C(*0AJUYSz$$_bOoGvYrEvxpChyY@FIio^{&pw4g6OF8 zXx6Aim4%SKbUK~`ep?4^^x)-V&99TCwk$U-YR7v6?BrcD?0M9mEVbqDyQ$uBu2yg+ z9Am8)Fp;Lz;0igXWzE$0n6icK?OaPt*)gl--R+q!If|JuvIZ=7{lUg7kBM70q~oNw 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zqgaF-;c+!d`@^MAyV&m+lz(YgFLK7{u;GUrf$yw))z{Cy^lQeZP9d|_e4N$!>D}}; zVR`x+n0{I4ImCK&$LKV$T>1C+-l{3p3LAU>DjI($DO!K+%(^F|=>IvTA+k4#sa|$M$2mlcb>4uZM@~?ql$LQq4 jlVDit=gsT$cIM56PCDj4BW)(OUJO*|!u3^u|Mvd?0s@<~ literal 0 HcmV?d00001 From 35089fc670eba89ef0186c90d4528b4d186c4ac3 Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 19:16:37 +1000 Subject: [PATCH 26/28] ReadMe filled in Added graphs for the output of the program and added the rest of the information for the read me --- recognition/45799930/README.md | 33 ++++++++++++++++--- recognition/45799930/images/Epoch_Result.png | Bin 0 -> 204748 bytes recognition/45799930/images/Loss.png | Bin 0 -> 129175 bytes recognition/45799930/images/accuracy.png | Bin 0 -> 133324 bytes 4 files changed, 29 insertions(+), 4 deletions(-) create mode 100644 recognition/45799930/images/Epoch_Result.png create mode 100644 recognition/45799930/images/Loss.png create mode 100644 recognition/45799930/images/accuracy.png diff --git a/recognition/45799930/README.md b/recognition/45799930/README.md index 8f7f426c2b..88dc7b7533 100644 --- a/recognition/45799930/README.md +++ b/recognition/45799930/README.md @@ -16,32 +16,44 @@ The ISIC dataset contains images of skin lesions created by the International Sk -Now the minimum dice coefficient represents how accurate our model is. In this case, it would be how much the segmented regions created by the model overlap with the mask (ground truth data). Therefore, the higher the dice coefficient, the greater the accuracy of the model, and a dice coefficient of greater the 0.8 means that more than 80% of the time, the model is correct. The benefit of this model is that being able to detect skin lesions through images accurately would help further advances in medicine, allowing the model to identify the problem areas on the skin. +where in the second image (mask) the black is the background and the white is the skin lesion. Now the minimum dice coefficient represents how accurate our model is. In this case, it would be how much the segmented regions created by the model overlap with the mask (ground truth data). Therefore, the higher the dice coefficient, the greater the accuracy of the model, and a dice coefficient of greater the 0.8 means that more than 80% of the time, the model is correct. The benefit of this model is that being able to detect skin lesions through images accurately would help further advances in medicine, allowing the model to identify the problem areas on the skin. ## How the Algorithm Works -The model is based of the improved unet structure. This structure, based upon the original UNet structure has been updated in an attempt to make the model more accurate. The structure of onld unet model looks like: +The model is based of the improved unet structure. This structure, based upon the original UNet structure has been updated in an attempt to make the model more accurate. The structure of the unet model looks like: + +This model demonstrates a 'U' shape, where going down at the beginning of the U is contracting the image and the upside is expanding the image back out (based on [this](https://towardsdatascience.com/unet-line-by-line-explanation-9b191c76baf5)). The contraction of the image reduces the size of the image to classify the pixels. It does this by doing multiple 2D convolutions with a 3x3 kernel. Once two convolutions have been done per layer, a max pooling is added to reduce the dimensions. Once the base layer has been reached, after the two convolutions, an upsampling is done to increase the dimensions back up. Once you have reached the top layer, convolution with a kernel size of 1x1 is done to finish the process. When downsizing the sample (max pooling), information will be lost, so to reduce the information that is lost when you go up a layer (upsampling), the output of the convolutions of the same layer while downsizing the model is concatenated to the current layer before completing the two convolutions. + +Whereas the imroved UNet structure is: + + + +Now, this is very similar. However, there are a couple of key things that have been modified. The first of the major things that have been modified is the localisation module. The localisation model in the improved UNet is how a lower level is manipulated to a higher spatial resolution (referenced from [here](https://arxiv.org/pdf/1802.10508v1.pdf)) by upsampling and then having a convolution model afterwards. The second major difference is the segmentation layers. The purpose of these is to try to retain as. much information as we can from the lower levels while we move upwards. This involved performing a convolution with a 3x3 kernel and upsampling before doing an element-wise sum with the beginning of the segmentation layer above. --- ## Dependencies -### Versions required: +### Versions Required: ```commandline Tensorflow: 2.10.0 Matplotlib: 3.5.3 ``` -### Address reproducibility: +### Address Reproducibility: To ensure that the code can run, you will need to download the training dataset and the truth training dataset, where you should download the one in the first row, which has the binary masks in PNG format. These can be downloaded from [here](https://challenge.isic-archive.com/data/#2017). Once downloaded, these folders should be moved to the recognition/45799930 directory, keeping the same names made when created. Therefore the directories that should have been added are: * ISIC-2017_Training_Data * ISIC-2017_Training_Part1_GroundTruth +### Running The Code: + +Once the dependancies have been set up and the files have been addedas described in Address Reproducibility then the code can be run by running the predict file. Please be aware that when i run the code, about 50% of the time it comes up with an error, however re-running the program will fix it. + --- ## Justification @@ -60,6 +72,19 @@ As only the training data from the link provided was downloaded (and its corresp ### Example Input: +No input is needed for this model at the moment as this is to train, validate and test the model, all from the ISIC 2018 dataset, so nothing needs to be input. However, a future adaption of this code could be that once the model is trained and tested, input in the form of an image or a dataset of images could be asked for, which the mask would then be predicted. This would give it a more real-world application and could begin its use within the medical field. + ### Example Output: +When running the predict method the output of the epoch was: + + + +which led to these graphs: + + + + +Now it is quite clear here that the implementation of the Dice Similarity Coefficient is incorrect. It should not be constant for all the epoches. However when looking at the model loss its clearly visible that as the model is more trained, the information that is lost after processing is less and less. + --- diff --git a/recognition/45799930/images/Epoch_Result.png b/recognition/45799930/images/Epoch_Result.png new file mode 100644 index 0000000000000000000000000000000000000000..a5b660057f80765f1371c38cb53dcb5883b887f5 GIT binary patch literal 204748 zcmeFZcT`i)*Eb3%Dk7qwU^;2G)_llx^3q8f z8X6`w)q6TLG{;FaG)MYQ90RV=vW_ zX!gogKa-1f>?2;;GvP!V3(b;X2d$4!-0SE8u5p#C{FZP0J&DYoVpMB!{}x_2T)L&O z{$}`tw|Bv*-SFMO+}XgSMpGXovx#AKrR7 z`FGspQRj%s?|-Oqlwg`H-tv0o)?C;;ev*6qe3ZFf*sbx*F^|AT&fLiDK=x>1C7 z`Z=bQW1~C@eDXRa;#oJtFHe?n$F=kSstvuu7yJ5n(Tc^Ji9*ICipLlYG?*VSG$j`jK4Dmkay z32MeHd@sbis6TP4Q+8q)P5ugptA=YF2ipRu)PuwlyA#=wjfLOdEj^CeVR=pmrAS!G)DnR!} zn_{I{h>!_6Wd+G}y?5H1PMZ1ND^qU~gUHxZ-s*HwnfFM{>wbpxqEn`Z=gCy_DG{>p zjG|h+@%8n+j;uX<7L|9`zMXh+;V12#??;>!N^Ah1cm+x(oACSjcf@6imBIuf3$> zqbq?#JLbw?Dm?^yk7%1jD{i>J==(C&oLz 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zfTimvb0zyN;Ie#YMx*LpT94)CFAgvxwq!bpxzA*F$gr0uRbaW*Dt3qWH zBHeSZ(N;1TH`0}$5xCkP(#ID^7Oyw4cNo>`P0%LYwHClfp zcX3?%SGwW&n1J7T|8AMb+@|%Ew(qi%OrD6#T*t@LS*6XcjD2UsdVa(gpKs=*Z)_ZQ zndZEql|lC5ZJkQb7%n7rRV1g9CT^6{yNz_m<&R;=TQ!*k4wt8^5syEAI6OdeseM*e zMs&UUqk#-DHQu$&nL>XbNV?p!Na`9r==gL<+RM6q_rIckV;Kn*fQqA|w|Q*Z5&9x* zl&K1yYV{Crar9B_)nQ9nJoSJaCP2)y4#&`H5LPeCQ0kf=foXo=TV^$BGH%G@XTC6v zpC3humVnHN>a$>J9_KiBtNa-$u<+o&68L@B@n*Pq20eRQ(iDXgFJsW^`VYzkmZxF* z1pQGO&o>>}&yR!(Rw_+4SiLTuVZ>(-$nkvO)1$f~i{9jA%0Ca~iRYIFCRn1RR>P+--)SPJ;g+kmA2n1d-%%kQf`7vHI<(p>^lf=gUJ7H&EP+H?q7lCamvg>>okj(${Iy^3*aBY$kOos IcBj+-0g0IW+W-In literal 0 HcmV?d00001 From 2fa52de691fb3fe07fe2b5f7e4f45d1ba005120e Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 19:18:07 +1000 Subject: [PATCH 27/28] Implemented Main Added the main function in predict and modified the print of the history as accuracy has changed to the dice coefficent. --- recognition/45799930/.DS_Store | Bin 6148 -> 6148 bytes recognition/45799930/predict.py | 8 ++++++++ recognition/45799930/train.py | 6 +++--- 3 files changed, 11 insertions(+), 3 deletions(-) diff --git a/recognition/45799930/.DS_Store b/recognition/45799930/.DS_Store index 2458376f27deaef1baa14d47077b9820d4a961e2..2952789d31d7de692777b4bdb0e3b74118c9ccad 100644 GIT binary patch delta 356 zcmZoMXfc=|#>B!ku~2NHo+2+h0|Nsi1A_nqLn=e@<`0bPndLx2Yz&zUxeSR6=^){h z;^ds9{QMlCItKB{0*vYcEuu5=%;pof3W}AYcUf1q65@6rAhB`mu~2NHo}wr-0|Nsi1A_nqgD!&+g8_pfgE>R|#KPr_%##aQLl_x0 u%dx#=+^oRC&N8uK+h%qSeh#4C&4L`?nJ4p$SOT?ywKG9!mdz0&YnTDsKoW@n diff --git a/recognition/45799930/predict.py b/recognition/45799930/predict.py index e69de29bb2..732fc7bdda 100644 --- a/recognition/45799930/predict.py +++ b/recognition/45799930/predict.py @@ -0,0 +1,8 @@ +import tensorflow as tf +from train import train_model + +if __name__ == "__main__": + model, dataset = train_model() + + pred = model.predict(dataset.testing) + diff --git a/recognition/45799930/train.py b/recognition/45799930/train.py index bdd0101598..5d0fcedf7f 100644 --- a/recognition/45799930/train.py +++ b/recognition/45799930/train.py @@ -13,12 +13,12 @@ def train_model(): history = model.fit(dataset.training.batch(10), epochs=10, validation_data=dataset.validate.batch(10)) print_history(history) - # Print the model history + return model, dataset def print_history(history): - plt.plot(history.history['accuracy']) - plt.plot(history.history['val_accuracy']) + plt.plot(history.history['dice_sim_co']) + plt.plot(history.history['val_dice_sim_co']) plt.title('model accuracy') plt.ylabel('accuracy') plt.xlabel('epoch') From 7b86aea9b41f6ec716be0bbc19616bb2c59d8993 Mon Sep 17 00:00:00 2001 From: jessica Date: Fri, 21 Oct 2022 20:18:24 +1000 Subject: [PATCH 28/28] Input vs Filter Error Fixed Changed so that the original image should have 3 channels so that it is an RBG image. This seemed to fix the error that would only occur sometimes. --- recognition/45799930/dataset.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recognition/45799930/dataset.py b/recognition/45799930/dataset.py index 27048f44be..2073b558d4 100644 --- a/recognition/45799930/dataset.py +++ b/recognition/45799930/dataset.py @@ -69,7 +69,7 @@ def pre_process(self, image, truth_image): """ image = tf.io.read_file(image) # todo: do i need to change the channels? 0 is the number used in the jpeg - image = tf.io.decode_jpeg(image, channels=0) + image = tf.io.decode_jpeg(image, channels=3) image = tf.image.resize(image, (256, 256)) image = tf.cast(image, tf.float32) / 255.

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