Methods › Computer Vision › Semantic Segmentation Modules › Channel-wise Cross Fusion Transformer
Channel-wise Cross Fusion Transformer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Channel-wise Cross Fusion Transformer is a module used in the UCTransNet architecture for semantic segmentation. It fuses the multi-scale encoder features with the advantage of the long dependency modeling in the Transformer. The CCT module consists of three steps: multi-scale feature embedding, multi-head channel-wise cross attention and Multi-Layer Perceptron (MLP).
Papers archive 2025-07-28
4 shown of 4, 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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Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer 17 Apr 2024 · 1 repository · arXiv:2404.11361
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ACC-UNet: A Completely Convolutional UNet model for the 2020s 25 Aug 2023 · 1 repository · arXiv:2308.13680
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LViT: Language meets Vision Transformer in Medical Image Segmentation 29 Jun 2022 · 1 repository · arXiv:2206.14718Syntology ran 1 of 1 samples · 0 unverified
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UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer 9 Sep 2021 · 3 repositories · arXiv:2109.04335Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
Tasks archive 2025-07-28
8 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 |
|---|---|
| Image Segmentation | 4 |
| Medical Image Segmentation | 4 |
| Semantic Segmentation | 4 |
| Segmentation | 2 |
| Decoder | 1 |
| Pseudo Label | 1 |
| UNET Segmentation | 1 |
| text annotation | 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