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There's a similar project https://github.com/zyddnys/sd_animation_optical_flow that uses PDCNet+ for optical flow confidence, have you tried using PDCNet+?
Since input is PIL image, the input data format is always channels last, this PR prevents transformers from inferring image format and thus fix #8954