src/unet/config/carvana_config.yml

# Input (1, 512, 512)
# Output (64, 512, 512)
decoder_config:
  block5: # (1024, 32, 32)
    in_channels: 1024
    kernel_size: 3
    out_channels: 1024
    padding:
    - 1
    - 1
    stride: 1 # (1024, 32, 32)
  block4: # (1024, 32, 32)
    in_channels: 1024
    kernel_size: 2
    out_channels: 512
    padding:
    - 0
    - 1
    stride: 2 # (512, 64, 64)
  block3: # (512, 64, 64)
    in_channels: 512
    kernel_size: 2
    out_channels: 256
    padding:
    - 0
    - 1
    stride: 2 # (256, 128, 128)
  block2: # (256, 128, 128)
    in_channels: 256
    kernel_size: 2
    out_channels: 128
    padding:
    - 0
    - 1
    stride: 2 # (128, 256, 256)
  block1: # (128, 256, 256)
    in_channels: 128
    kernel_size: 2
    out_channels: 64
    padding:
    - 0
    - 1
    stride: 2 # (64, 512, 512)
encoder_config:
  block1: # (1, 512, 512)
    all_padding: true
    in_channels: 1
    maxpool: true
    n_layers: 2
    out_channels: 64 # (64, 256, 256)
  block2: # (64, 256, 256)
    all_padding: true
    in_channels: 64
    maxpool: true
    n_layers: 2
    out_channels: 128 # (128, 128, 128)
  block3: # (128, 128, 128)
    all_padding: true
    in_channels: 128
    maxpool: true
    n_layers: 2
    out_channels: 256 # (256, 64, 64)
  block4: # (256, 64, 64)
    all_padding: true
    in_channels: 256
    maxpool: true
    n_layers: 2
    out_channels: 512 # (512, 32, 32)
  block5: # (512, 32, 32)
    all_padding: true
    in_channels: 512
    maxpool: false
    n_layers: 2
    out_channels: 512 # (512, 32, 32)
  block6: # (512, 32, 32)
    all_padding: true
    in_channels: 512
    maxpool: false
    n_layers: 2
    out_channels: 1024 # (1024, 32, 32)
nclasses: 2