Unet / src /models /unet /config /carvana_config.yml
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# 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