Methods › Computer Vision › Video Recognition Models › 3D ResNet-RS
3D ResNet-RS
Introduced by Xianzhi Du et al. in Revisiting 3D ResNets for Video Recognition
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
3D ResNet-RS is an architecture and scaling strategy for 3D ResNets for video recognition. The key additions are:
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3D ResNet-D stem: The ResNet-D stem is adapted to 3D inputs by using three consecutive 3D convolutional layers. The first convolutional layer employs a temporal kernel size of 5 while the remaining two convolutional layers employ a temporal kernel size of 1.
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3D Squeeze-and-Excitation: Squeeze-and-Excite is adapted to spatio-temporal inputs by using a 3D global average pooling operation for the squeeze operation. A SE ratio of 0.25 is applied in each 3D bottleneck block for all experiments.
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Self-gating: A self-gating module is used in each 3D bottleneck block after the SE module.
Papers archive 2025-07-28
3 shown of 3, 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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Revisiting 3D ResNets for Video Recognition 3 Sep 2021 · 5 repositories · arXiv:2109.01696
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Prediction of Chronic Kidney Disease Using Deep Neural Network 22 Dec 2020 · 0 repositories · arXiv:2012.12089
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W-Net: A CNN-based Architecture for White Blood Cells Image Classification 2 Oct 2019 · 1 repository · arXiv:1910.01091
Tasks archive 2025-07-28
7 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Action Classification | 1 |
| Classification | 1 |
| Contrastive Learning | 1 |
| General Classification | 1 |
| Image Classification | 1 |
| Video Recognition | 1 |
| image-classification | 1 |
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