| | Layer (type) | Output Shape | Param # |
| | input_1 (InputLayer) | (None, 1024, 3, 1) | 0 | | conv1 (Conv2D) | (None, 1024, 3, 8) | 80 | | bn1 (BatchNormalization) | (None, 1024, 3, 8) | 32 | | activation_1 (Activation relu) | (None, 1024, 3, 8) | 0 | | max_pool1 (MaxPooling2D) | (None, 512, 3, 8) | 0 | | conv2 (Conv2D) | (None, 512, 3, 16) | 3216 | | bn2 (BatchNormalization) | (None, 512, 3, 16) | 64 | | activation_2 (Activation relu) | (None, 512, 3, 16) | 0 | | max_pool2 (MaxPooling2D) | (None, 256, 3, 16) | 0 | | conv3 (Conv2D) | (None, 256, 3, 32) | 4640 | | bn3 (BatchNormalization) | (None, 256, 3, 32) | 128 | | activation_3 (Activation relu) | (None, 256, 3, 32) | 0 | | max_pool3 (MaxPooling2D) | (None, 128, 3, 32) | 0 | | conv4 (Conv2D) | (None, 128, 3, 64) | 2112 | | bn4 (BatchNormalization) | (None, 128, 3, 64) | 256 | | activation_4 (Activation relu) | (None, 128, 3, 64) | 0 | | conv5 (Conv2D) | (None, 128, 3, 32) | 18464 | | bn5 (BatchNormalization) | (None, 128, 3, 32) | 128 | | activation_5 (Activation relu) | (None, 128, 3, 32) | 0 | | max_pool5 (MaxPooling2D) | (None, 64, 3, 32) | 0 | | conv6 (Conv2D) | (None, 64, 3, 16) | 4624 | | bn6 (BatchNormalization relu) | (None, 64, 3, 16) | 64 | | activation_6 (Activation relu) | (None, 64, 3, 16) | 0 | | max_pool6 (MaxPooling2D) | (None, 32, 3, 16) | 0 | | flatten_1 (Flatten) | (None, 1536) | 0 | | fc1 (Dense) | (None, 128) | 196736 | | fc2 (Dense) | (None, 32) | 4128 | | fc3 (Dense) | (None, 4) | 132 |
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