From c3af77a0ae282b44b222e9e3e5aba039e92b4a18 Mon Sep 17 00:00:00 2001 From: Abhishek Jain <65065061+Abhishek-Jain-12072000@users.noreply.github.com> Date: Wed, 18 Aug 2021 12:49:39 +0530 Subject: [PATCH 1/4] Add files via upload This is optimized CNN model. --- MyModel/lite.py | 67 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 67 insertions(+) create mode 100644 MyModel/lite.py diff --git a/MyModel/lite.py b/MyModel/lite.py new file mode 100644 index 0000000..e4d9165 --- /dev/null +++ b/MyModel/lite.py @@ -0,0 +1,67 @@ +# import the necessary packages +from keras.models import Sequential +from keras.layers.normalization import BatchNormalization +from keras.layers.convolutional import Conv2D +from keras.layers.convolutional import MaxPooling2D +from keras.layers.core import Activation +from keras.layers.core import Flatten +from keras.layers.core import Dropout +from keras.layers.core import Dense +from keras import backend as K + +class Lite: + @staticmethod + def build(width, height, depth, classes): + # initialize the model along with the input shape to be + # "channels last" and the channels dimension itself + model = Sequential() + inputShape = (height, width, depth) + chanDim = -1 + + # if we are using "channels first", update the input shape + # and channels dimension + if K.image_data_format() == "channels_first": + inputShape = (depth, height, width) + chanDim = 1 + + # CONV => RELU => POOL + model.add(Conv2D(32, (3, 3), padding="same", + input_shape=inputShape)) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(MaxPooling2D(pool_size=(3, 3))) + model.add(Dropout(0.25)) + + # (CONV => RELU) * 2 => POOL + model.add(Conv2D(64, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(Conv2D(64, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(MaxPooling2D(pool_size=(2, 2))) + model.add(Dropout(0.25)) + + # (CONV => RELU) * 2 => POOL + model.add(Conv2D(128, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(Conv2D(128, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(MaxPooling2D(pool_size=(2, 2))) + model.add(Dropout(0.25)) + + # first (and only) set of FC => RELU layers + model.add(Flatten()) + model.add(Dense(1024)) + model.add(Activation("relu")) + model.add(BatchNormalization()) + model.add(Dropout(0.5)) + + # softmax classifier + model.add(Dense(classes)) + model.add(Activation("softmax")) + + # return the constructed network architecture + return model \ No newline at end of file From b253e7fc46e077ac4dc896d81a04b5dd45cb13ba Mon Sep 17 00:00:00 2001 From: Abhishek Jain <65065061+Abhishek-Jain-12072000@users.noreply.github.com> Date: Wed, 18 Aug 2021 12:51:39 +0530 Subject: [PATCH 2/4] Add files via upload This is accurate and more optimized CNN model. --- models/MyModel/lite.py | 67 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 67 insertions(+) create mode 100644 models/MyModel/lite.py diff --git a/models/MyModel/lite.py b/models/MyModel/lite.py new file mode 100644 index 0000000..e4d9165 --- /dev/null +++ b/models/MyModel/lite.py @@ -0,0 +1,67 @@ +# import the necessary packages +from keras.models import Sequential +from keras.layers.normalization import BatchNormalization +from keras.layers.convolutional import Conv2D +from keras.layers.convolutional import MaxPooling2D +from keras.layers.core import Activation +from keras.layers.core import Flatten +from keras.layers.core import Dropout +from keras.layers.core import Dense +from keras import backend as K + +class Lite: + @staticmethod + def build(width, height, depth, classes): + # initialize the model along with the input shape to be + # "channels last" and the channels dimension itself + model = Sequential() + inputShape = (height, width, depth) + chanDim = -1 + + # if we are using "channels first", update the input shape + # and channels dimension + if K.image_data_format() == "channels_first": + inputShape = (depth, height, width) + chanDim = 1 + + # CONV => RELU => POOL + model.add(Conv2D(32, (3, 3), padding="same", + input_shape=inputShape)) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(MaxPooling2D(pool_size=(3, 3))) + model.add(Dropout(0.25)) + + # (CONV => RELU) * 2 => POOL + model.add(Conv2D(64, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(Conv2D(64, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(MaxPooling2D(pool_size=(2, 2))) + model.add(Dropout(0.25)) + + # (CONV => RELU) * 2 => POOL + model.add(Conv2D(128, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(Conv2D(128, (3, 3), padding="same")) + model.add(Activation("relu")) + model.add(BatchNormalization(axis=chanDim)) + model.add(MaxPooling2D(pool_size=(2, 2))) + model.add(Dropout(0.25)) + + # first (and only) set of FC => RELU layers + model.add(Flatten()) + model.add(Dense(1024)) + model.add(Activation("relu")) + model.add(BatchNormalization()) + model.add(Dropout(0.5)) + + # softmax classifier + model.add(Dense(classes)) + model.add(Activation("softmax")) + + # return the constructed network architecture + return model \ No newline at end of file From 45aacd06880f968d606eb5a4f367a7635591f65a Mon Sep 17 00:00:00 2001 From: Abhishek Jain <65065061+Abhishek-Jain-12072000@users.noreply.github.com> Date: Wed, 18 Aug 2021 12:52:05 +0530 Subject: [PATCH 3/4] Delete MyModel directory --- MyModel/lite.py | 67 ------------------------------------------------- 1 file changed, 67 deletions(-) delete mode 100644 MyModel/lite.py diff --git a/MyModel/lite.py b/MyModel/lite.py deleted file mode 100644 index e4d9165..0000000 --- a/MyModel/lite.py +++ /dev/null @@ -1,67 +0,0 @@ -# import the necessary packages -from keras.models import Sequential -from keras.layers.normalization import BatchNormalization -from keras.layers.convolutional import Conv2D -from keras.layers.convolutional import MaxPooling2D -from keras.layers.core import Activation -from keras.layers.core import Flatten -from keras.layers.core import Dropout -from keras.layers.core import Dense -from keras import backend as K - -class Lite: - @staticmethod - def build(width, height, depth, classes): - # initialize the model along with the input shape to be - # "channels last" and the channels dimension itself - model = Sequential() - inputShape = (height, width, depth) - chanDim = -1 - - # if we are using "channels first", update the input shape - # and channels dimension - if K.image_data_format() == "channels_first": - inputShape = (depth, height, width) - chanDim = 1 - - # CONV => RELU => POOL - model.add(Conv2D(32, (3, 3), padding="same", - input_shape=inputShape)) - model.add(Activation("relu")) - model.add(BatchNormalization(axis=chanDim)) - model.add(MaxPooling2D(pool_size=(3, 3))) - model.add(Dropout(0.25)) - - # (CONV => RELU) * 2 => POOL - model.add(Conv2D(64, (3, 3), padding="same")) - model.add(Activation("relu")) - model.add(BatchNormalization(axis=chanDim)) - model.add(Conv2D(64, (3, 3), padding="same")) - model.add(Activation("relu")) - model.add(BatchNormalization(axis=chanDim)) - model.add(MaxPooling2D(pool_size=(2, 2))) - model.add(Dropout(0.25)) - - # (CONV => RELU) * 2 => POOL - model.add(Conv2D(128, (3, 3), padding="same")) - model.add(Activation("relu")) - model.add(BatchNormalization(axis=chanDim)) - model.add(Conv2D(128, (3, 3), padding="same")) - model.add(Activation("relu")) - model.add(BatchNormalization(axis=chanDim)) - model.add(MaxPooling2D(pool_size=(2, 2))) - model.add(Dropout(0.25)) - - # first (and only) set of FC => RELU layers - model.add(Flatten()) - model.add(Dense(1024)) - model.add(Activation("relu")) - model.add(BatchNormalization()) - model.add(Dropout(0.5)) - - # softmax classifier - model.add(Dense(classes)) - model.add(Activation("softmax")) - - # return the constructed network architecture - return model \ No newline at end of file From dc836a19b9323728e06e1608c80c7560bc95bdee Mon Sep 17 00:00:00 2001 From: Abhishek Jain <65065061+Abhishek-Jain-12072000@users.noreply.github.com> Date: Wed, 18 Aug 2021 12:58:30 +0530 Subject: [PATCH 4/4] Add files via upload --- models/MyModel/Model - Architecture.jpg | Bin 0 -> 53061 bytes .../Model - Train and Validation Accuracy.jpg | Bin 0 -> 40101 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 models/MyModel/Model - Architecture.jpg create mode 100644 models/MyModel/Model - Train and Validation Accuracy.jpg diff --git a/models/MyModel/Model - Architecture.jpg b/models/MyModel/Model - Architecture.jpg new file mode 100644 index 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