Table 1 The individual Keras layers of the CAE and their specifications are listed below.
From: Artifact detection in fluorescence microscopy using convolutional autoencoder
Layer | Filter | Kernel Shape, strides | Activation function | Output Shape |
|---|---|---|---|---|
Input Layer | (500,500,1) | |||
Conv2D | 126 | (2,2) | RELU | (500,500,126) |
MaxPooling2D | (2,2) | (250,250,126) | ||
Conv2D | 256 | (5,5) | RELU | (250,250,256) |
MaxPooling2D | (2,2) | (125,125,256) | ||
Conv2DTranspose | 256 | (5,5),2 | RELU | (250,250,256) |
Conv2DTranspose | 126 | (2,2),2 | RELU | (500,500,126) |
Conv2D | 1 | (2,2) | RELU | (500,500,1) |
