Methods › Computer Vision › Vision Transformers › LV-ViT
LV-ViT
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
LV-ViT is a type of vision transformer that uses token labelling as a training objective. Different from the standard training objective of ViTs that computes the classification loss on an additional trainable class token, token labelling takes advantage of all the image patch tokens to compute the training loss in a dense manner. Specifically, token labeling reformulates the image classification problem into multiple token-level recognition problems and assigns each patch token with an individual location-specific supervision generated by a machine annotator.
Papers archive 2025-07-28
9 shown of 9, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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DeMansia: Mamba Never Forgets Any Tokens 4 Aug 2024 · 1 repository · arXiv:2408.01986
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Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision Transformers 15 Mar 2024 · 1 repository · arXiv:2403.10030Syntology ran 3 of 5 samples · 2 unverified
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TPC-ViT: Token Propagation Controller for Efficient Vision Transformer 3 Jan 2024 · 0 repositories · arXiv:2401.01470
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Data Level Lottery Ticket Hypothesis for Vision Transformers 2 Nov 2022 · 1 repository · arXiv:2211.01484
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CF-ViT: A General Coarse-to-Fine Method for Vision Transformer 8 Mar 2022 · 1 repository · arXiv:2203.03821Syntology ran 1 of 2 samples · 1 unverified · 1 pointer-only (licence)
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Make A Long Image Short: Adaptive Token Length for Vision Transformers 3 Dec 2021 · 0 repositories · arXiv:2112.01686
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Self-slimmed Vision Transformer 24 Nov 2021 · 1 repository · arXiv:2111.12624
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Self-Slimming Vision Transformer 29 Sep 2021 · 0 repositories
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All Tokens Matter: Token Labeling for Training Better Vision Transformers 22 Apr 2021 · 7 repositories · arXiv:2104.10858Syntology ran 3 of 5 samples · 2 unverified · 3 pointer-only (licence)
Tasks archive 2025-07-28
14 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections