Methods › Computer Vision › Convolutional Neural Networks › ResNeSt
ResNeSt
Introduced by Hang Zhang et al. in ResNeSt: Split-Attention Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A ResNest is a variant on a ResNet, which instead stacks Split-Attention blocks. The cardinal group representations are then concatenated along the channel dimension: V = Concat{V¹,V²,⋯Vᴷ}. As in standard residual blocks, the final output Y of otheur Split-Attention block is produced using a shortcut connection: Y=V+X, if the input and output feature-map share the same shape. For blocks with a stride, an appropriate transformation 𝒯 is applied to the shortcut connection to align the output shapes: Y=V+𝒯(X). For example, 𝒯 can be strided convolution or combined convolution-with-pooling.
Papers archive 2025-07-28
13 shown of 13, 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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Supervised domain adaptation for building extraction from off-nadir aerial images 7 Nov 2023 · 0 repositories · arXiv:2311.03867
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TieFake: Title-Text Similarity and Emotion-Aware Fake News Detection 19 Apr 2023 · 2 repositories · arXiv:2304.09421
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Early detection of hip periprosthetic joint infections through CNN on Computed Tomography images 18 Apr 2023 · 0 repositories · arXiv:2304.08942
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OMSN and FAROS: OCTA Microstructure Segmentation Network and Fully Annotated Retinal OCTA Segmentation Dataset 26 Dec 2022 · 0 repositories · arXiv:2212.13059
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Anomaly Detection in Automatic Generation Control Systems Based on Traffic Pattern Analysis and Deep Transfer Learning 16 Sep 2022 · 0 repositories · arXiv:2209.08099
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OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation 25 Jul 2022 · 1 repository · arXiv:2207.12238
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ResNEsts and DenseNEsts: Block-based DNN Models with Improved Representation Guarantees 10 Nov 2021 · 4 repositories · arXiv:2111.05496
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Solution for Large-scale Long-tailed Recognition with Noisy Labels 20 Jun 2021 · 1 repository · arXiv:2106.10683
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AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation 2 May 2021 · 1 repository · arXiv:2105.00402
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Searching for Fast Model Families on Datacenter Accelerators 10 Feb 2021 · 0 repositories · arXiv:2102.05610
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Bottleneck Transformers for Visual Recognition 27 Jan 2021 · 13 repositories · arXiv:2101.11605Syntology ran 26 of 49 samples · 23 unverified · 8 pointer-only (licence)
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2nd Place Solution to Instance Segmentation of IJCAI 3D AI Challenge 2020 21 Oct 2020 · 0 repositories · arXiv:2010.10957
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ResNeSt: Split-Attention Networks 19 Apr 2020 · 36 repositories · arXiv:2004.08955Syntology ran 8 of 48 samples · 40 unverified · 23 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 27 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