Methods › Computer Vision › Image Models › PoolFormer
PoolFormer
Introduced by Weihao Yu et al. in MetaFormer Is Actually What You Need for Vision
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
PoolFormer is instantiated from MetaFormer by specifying the token mixer as extremely simple operator, pooling. PoolFormer is utilized as a tool to verify MetaFormer hypothesis "MetaFormer is actually what you need" (vs "Attention is all you need").
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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DCFormer: Efficient 3D Vision-Language Modeling with Decomposed Convolutions 7 Feb 2025 · 0 repositories · arXiv:2502.05091
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GestFormer: Multiscale Wavelet Pooling Transformer Network for Dynamic Hand Gesture Recognition 18 May 2024 · 1 repository · arXiv:2405.11180
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Spatiotemporal Pooling on Appropriate Topological Maps Represented as Two-Dimensional Images for EEG Classification 7 Mar 2024 · 0 repositories · arXiv:2403.04353
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Enhancing Transformer-Based Segmentation for Breast Cancer Diagnosis using Auto-Augmentation and Search Optimisation Techniques 18 Nov 2023 · 0 repositories · arXiv:2311.11065
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Advancing Ischemic Stroke Diagnosis: A Novel Two-Stage Approach for Blood Clot Origin Identification 26 Apr 2023 · 0 repositories · arXiv:2304.13775
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MetaFormer Baselines for Vision 24 Oct 2022 · 8 repositories · arXiv:2210.13452Syntology ran 0 of 4 samples · 4 unverified
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EfficientFormer: Vision Transformers at MobileNet Speed 2 Jun 2022 · 13 repositories · arXiv:2206.01191Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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WaveMix: A Resource-efficient Neural Network for Image Analysis 28 May 2022 · 1 repository · arXiv:2205.14375
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MetaFormer Is Actually What You Need for Vision 22 Nov 2021 · 18 repositories · arXiv:2111.11418Syntology ran 2 of 3 samples · 1 unverified
Tasks archive 2025-07-28
20 shown of 29 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