def _get_components(
self,
encoder: ResnetEncoder,
num_classes: int,
bridge_params: Dict,
decoder_params: Dict,
head_params: Dict,
):
bridge = UnetBridge(
in_channels=encoder.out_channels,
in_strides=encoder.out_strides,
out_channels=encoder.out_channels[-1],
block_fn=partial(EncoderUpsampleBlock, pool_first=True),
**bridge_params,
)
decoder = UNetDecoder(
in_channels=bridge.out_channels,
in_strides=bridge.out_strides,
block_fn=partial(DecoderConcatBlock, aggregate_first=True, upsample_scale=2),
**decoder_params,
)
head = UnetHead(
in_channels=decoder.out_channels,
in_strides=decoder.out_strides,
out_channels=num_classes,
num_upsample_blocks=int(np.log2(decoder.out_strides[-1])),
**head_params,
)
return encoder, bridge, decoder, head
def _get_components(
self,
encoder: UnetEncoder,
num_classes: int,
bridge_params: Dict,
decoder_params: Dict,
head_params: Dict,
):
bridge = UnetBridge(
in_channels=encoder.out_channels,
in_strides=encoder.out_strides,
out_channels=encoder.out_channels[-1] * 2,
block_fn=EncoderDownsampleBlock,
**bridge_params,
)
decoder = UNetDecoder(
in_channels=bridge.out_channels,
in_strides=bridge.out_strides,
block_fn=DecoderConcatBlock,
**decoder_params,
)
head = UnetHead(
in_channels=decoder.out_channels,
in_strides=decoder.out_strides,
out_channels=num_classes,
num_upsample_blocks=int(np.log2(decoder.out_strides[-1])),
**head_params,
)
return encoder, bridge, decoder, head
def _get_components(
self,
encoder: ResnetEncoder,
num_classes: int,
bridge_params: Dict,
decoder_params: Dict,
head_params: Dict,
):
bridge = None
decoder = PSPDecoder(in_channels=encoder.out_channels,
in_strides=encoder.out_strides,
**decoder_params)
head = UnetHead(in_channels=decoder.out_channels,
in_strides=decoder.out_strides,
out_channels=num_classes,
upsample_scale=decoder.out_strides[-1],
interpolation_mode="bilinear",
align_corners=True,
**head_params)
return encoder, bridge, decoder, head
def _get_components(
self,
encoder: ResnetEncoder,
num_classes: int,
bridge_params: Dict,
decoder_params: Dict,
head_params: Dict,
):
bridge = None
decoder = UNetDecoder(in_channels=encoder.out_channels,
in_strides=encoder.out_strides,
block_fn=partial(DecoderSumBlock,
aggregate_first=False,
upsample_scale=None),
**decoder_params)
head = UnetHead(in_channels=decoder.out_channels,
in_strides=decoder.out_strides,
out_channels=num_classes,
num_upsample_blocks=int(
np.log2(decoder.out_strides[-1])),
**head_params)
return encoder, bridge, decoder, head