Methods › Computer Vision › Semantic Segmentation Models › SETR
Segmentation Transformer
SETR
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Segmentation Transformer, or SETR, is a Transformer-based segmentation model. The transformer-alone encoder treats an input image as a sequence of image patches represented by learned patch embedding, and transforms the sequence with global self-attention modeling for discriminative feature representation learning. Concretely, we first decompose an image into a grid of fixed-sized patches, forming a sequence of patches. With a linear embedding layer applied to the flattened pixel vectors of every patch, we then obtain a sequence of feature embedding vectors as the input to a transformer. Given the learned features from the encoder transformer, a decoder is then used to recover the original image resolution. Crucially there is no downsampling in spatial resolution but global context modeling at every layer of the encoder transformer.
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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SAM for Poultry Science 17 May 2023 · 0 repositories · arXiv:2305.10254
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Single Event Transition Risk: A Measure for Long Term Carbon Exposure 14 Jul 2021 · 0 repositories · arXiv:2107.06518
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Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers 31 Dec 2020 · 5 repositories · arXiv:2012.15840
Tasks archive 2025-07-28
6 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 |
|---|---|
| Segmentation | 2 |
| Semantic Segmentation | 2 |
| Decoder | 1 |
| Medical Image Segmentation | 1 |
| Object Tracking | 1 |
| Zero Shot Segmentation | 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