Methods › Computer Vision › Instance Segmentation Models › SCNet
SCNet
Introduced by Thang Vu et al. in SCNet: Training Inference Sample Consistency for Instance Segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Sample Consistency Network (SCNet) is a method for instance segmentation which ensures the IoU distribution of the samples at training time are as close to that at inference time. To this end, only the outputs of the last box stage are used for mask predictions at both training and inference. The Figure shows the IoU distribution of the samples going to the mask branch at training time with/without sample consistency compared to that at inference time.
Papers archive 2025-07-28
6 shown of 6, 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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Multiple Information Prompt Learning for Cloth-Changing Person Re-Identification 1 Nov 2024 · 0 repositories · arXiv:2411.00330
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SCNet: Sparse Compression Network for Music Source Separation 24 Jan 2024 · 3 repositories · arXiv:2401.13276
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Semantic-aware Consistency Network for Cloth-changing Person Re-Identification 27 Aug 2023 · 1 repository · arXiv:2308.14113
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Self-Supervised Scalable Deep Compressed Sensing 26 Aug 2023 · 1 repository · arXiv:2308.13777
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Underwater Image Enhancement via Learning Water Type Desensitized Representations 1 Feb 2021 · 1 repository · arXiv:2102.00676
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SCNet: Training Inference Sample Consistency for Instance Segmentation 18 Dec 2020 · 2 repositories · arXiv:2012.10150
Tasks archive 2025-07-28
14 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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
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