Abstract: Highlights•An operation Patch-wise Weight Shuffle combined with the dynamic convolution is proposed, which could bring in global context cues.•A transparent object segmentation network ShuffleTrans is designed. This method has better shape extraction compared with past methods.•ShuffleTrans performs well on accuracy compared with state-of-the-art methods.
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