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Summary

  • add channel-aware convolution helpers and orientation-expanded wavelet kernels to mirror FoCUS 2D processing
  • update scattering to preserve orientation channels through S1/S2, including oriented convolutions and depthwise smoothing/downsampling

Testing

  • not run (not requested)

Codex Task

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2 participants