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ResNeSt

13 papers tagged archive 2025-07-28

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.

PaperSourceSee Code · zhanghang1989/ResNeSt

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.

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.

TaskPapers
Segmentation4
Instance Segmentation3
Semantic Segmentation3
Transfer Learning3
Image Classification2
Medical Image Segmentation2
Object Detection2
image-classification2
Anomaly Detection1
Articles1
Decoder1
Domain Adaptation1
Earth Observation1
Experimental Design1
Fake News Detection1
Image Segmentation1
Knowledge Distillation1
Model Compression1
Neural Architecture Search1
Object1

Usage over time archive 2025-07-28

Papers per year tagged with ResNeSt: 2020 to 2023, peak 5 5 0 2020: 2 papers 2020 2021: 5 papers 2021 2022: 3 papers 2022 2023: 3 papers 2023
Papers per year the archive tags with this method, by the paper's archive date (13 dated). Bars are counts, not a trend claim.

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

Convolutional Neural NetworksImage Models

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