Methods › Computer Vision › Image Models › MetaFormer
MetaFormer
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.
MetaFormer is a general architecture abstracted from Transformers by not specifying the token mixer.
Papers archive 2025-07-28
20 shown of 20, 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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EMF: Event Meta Formers for Event-based Real-time Traffic Object Detection 5 Apr 2025 · 0 repositories · arXiv:2504.04124
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Foundation Models For Seismic Data Processing: An Extensive Review 31 Mar 2025 · 1 repository · arXiv:2503.24166
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SDTrack: A Baseline for Event-based Tracking via Spiking Neural Networks 9 Mar 2025 · 0 repositories · arXiv:2503.08703
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Static Key Attention in Vision 9 Dec 2024 · 0 repositories · arXiv:2412.07049
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Aberration Correcting Vision Transformers for High-Fidelity Metalens Imaging 5 Dec 2024 · 0 repositories · arXiv:2412.04591
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MVFormer: Diversifying Feature Normalization and Token Mixing for Efficient Vision Transformers 28 Nov 2024 · 0 repositories · arXiv:2411.18995
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MetaFormer and CNN Hybrid Model for Polyp Image Segmentation 16 Sep 2024 · 1 repository
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MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation 14 Aug 2024 · 1 repository · arXiv:2408.07576
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ParFormer: A Vision Transformer with Parallel Mixer and Sparse Channel Attention Patch Embedding 22 Mar 2024 · 0 repositories · arXiv:2403.15004
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HyenaPixel: Global Image Context with Convolutions 29 Feb 2024 · 1 repository · arXiv:2402.19305
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Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making 4 Oct 2023 · 0 repositories · arXiv:2310.03022
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SPANet: Frequency-balancing Token Mixer using Spectral Pooling Aggregation Modulation 22 Aug 2023 · 1 repository · arXiv:2308.11568
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Pretraining is All You Need: A Multi-Atlas Enhanced Transformer Framework for Autism Spectrum Disorder Classification 4 Jul 2023 · 1 repository · arXiv:2307.01759
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M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation 14 Jun 2023 · 0 repositories · arXiv:2306.08600
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A Mask Free Neural Network for Monaural Speech Enhancement 7 Jun 2023 · 2 repositories · arXiv:2306.04286Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
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DeformableFormer: Classification of Endoscopic Ultrasound Guided Fine Needle Biopsy in Pancreatic Diseases 21 Apr 2023 · 0 repositories · arXiv:2304.10791
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FFT-based Dynamic Token Mixer for Vision 7 Mar 2023 · 1 repository · arXiv:2303.03932
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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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MetaFormer: A Unified Meta Framework for Fine-Grained Recognition 5 Mar 2022 · 2 repositories · arXiv:2203.02751Syntology ran 1 of 14 samples · 13 unverified
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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 31 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