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# we initialize the model | |
model = Sequential() | |
# Conv Block 1 | |
model.add(Conv2D(64, (3, 3), input_shape=(224,224,3), activation='relu', padding='same')) | |
model.add(Conv2D(64, (3, 3), activation='relu', padding='same')) | |
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2))) | |
# Conv Block 2 | |
model.add(Conv2D(128, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(128, (3, 3), activation='relu', padding='same')) | |
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2))) | |
# Conv Block 3 | |
model.add(Conv2D(256, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(256, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(256, (3, 3), activation='relu', padding='same')) | |
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2))) | |
# Conv Block 4 | |
model.add(Conv2D(512, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(512, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(512, (3, 3), activation='relu', padding='same')) | |
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2))) | |
# Conv Block 5 | |
model.add(Conv2D(512, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(512, (3, 3), activation='relu', padding='same')) | |
model.add(Conv2D(512, (3, 3), activation='relu', padding='same')) | |
model.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2))) | |
# FC layers | |
model.add(Flatten()) | |
model.add(Dense(4096, activation='relu')) | |
model.add(Dense(4096, activation='relu')) | |
model.add(Dense(1000, activation='softmax')) |
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