Token compression in ViT segmentation degrades sharply at high ratios due to information loss while structural pruning degrades smoothly; a moderate prune-then-merge pipeline improves the trade-off on ADE20K and Cityscapes under corruption.
arXiv preprint arXiv:2305.17997 (2023)
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When Token Compression Breaks: Structural Pruning vs. Token Reduction for Robust ViT Segmentation under High Compression
Token compression in ViT segmentation degrades sharply at high ratios due to information loss while structural pruning degrades smoothly; a moderate prune-then-merge pipeline improves the trade-off on ADE20K and Cityscapes under corruption.