Methods › Computer Vision › Semantic Segmentation Models › DeepLabv2
DeepLabv2
Introduced by Liang-Chieh Chen et al. in DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DeepLabv2 is an architecture for semantic segmentation that build on DeepLab with an atrous spatial pyramid pooling scheme. Here we have parallel dilated convolutions with different rates applied in the input feature map, which are then fused together. As objects of the same class can have different sizes in the image, ASPP helps to account for different object sizes.
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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Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation 2 Apr 2024 · 0 repositories · arXiv:2404.02065
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Threshold-adaptive Unsupervised Focal Loss for Domain Adaptation of Semantic Segmentation 23 Aug 2022 · 1 repository · arXiv:2208.10716
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FDA: Fourier Domain Adaptation for Semantic Segmentation 11 Apr 2020 · 3 repositories · arXiv:2004.05498Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
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DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs 2 Jun 2016 · 47 repositories · arXiv:1606.00915Syntology ran 28 of 63 samples · 35 unverified · 16 pointer-only (licence)
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 |
|---|---|
| Semantic Segmentation | 4 |
| Domain Adaptation | 2 |
| Segmentation | 2 |
| Unsupervised Domain Adaptation | 2 |
| Data Augmentation | 1 |
| Image Segmentation | 1 |
| Semi-Supervised Semantic 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