MIR.models.Synthesis_HeadsΒΆ

Synthesis heads for image reconstruction from features.

Classes

ConvNeXtBlock3D(*args, **kwargs)

ConvNeXt-style 3D block: depthwise 7x7x7 convolution, LayerNorm and a channel MLP with a residual.

ConvNeXtSynthHead3D(*args, **kwargs)

Synthesis head built from ConvNeXt-style 3D blocks.

ECA3D(*args, **kwargs)

Efficient channel attention for 3D feature maps.

EfficientAdvancedSynthHead3D(*args, **kwargs)

Memory-efficient advanced synthesis head using inverted residuals + ECA attention.

InvertedResidual3D(*args, **kwargs)

MobileNet-style inverted residual block for 3D features.

ResBlock3D(*args, **kwargs)

Residual block with 3D convolution.

SEBlock3D(*args, **kwargs)

Squeeze-and-excitation block for 3D features.

SynthesisHead3D(*args, **kwargs)

Simple synthesis head for 3D feature maps.

SynthesisHead3DAdvanced(*args, **kwargs)

Synthesis head with residual and SE blocks for 3D features.