Methods › Computer Vision › Object Detection Models › RepPoints
RepPoints
Introduced by Ze Yang et al. in RepPoints: Point Set Representation for Object Detection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
RepPoints is a representation for object detection that consists of a set of points which indicate the spatial extent of an object and semantically significant local areas. This representation is learned via weak localization supervision from rectangular ground-truth boxes and implicit recognition feedback. Based on the richer RepPoints representation, the authors develop an anchor-free object detector that yields improved performance compared to using bounding boxes.
Papers archive 2025-07-28
11 shown of 11, 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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Dual Scale-aware Adaptive Masked Knowledge Distillation for Object Detection 13 Jan 2025 · 0 repositories · arXiv:2501.07101
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CNN based Cuneiform Sign Detection Learned from Annotated 3D Renderings and Mapped Photographs with Illumination Augmentation 22 Aug 2023 · 0 repositories · arXiv:2308.11277
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AMD: Adaptive Masked Distillation for Object Detection 31 Jan 2023 · 0 repositories · arXiv:2301.13538
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Sample hardness based gradient loss for long-tailed cervical cell detection 7 Aug 2022 · 0 repositories · arXiv:2208.03779
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Point RCNN: An Angle-Free Framework for Rotated Object Detection 28 May 2022 · 0 repositories · arXiv:2205.14328
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Focal and Global Knowledge Distillation for Detectors 23 Nov 2021 · 1 repository · arXiv:2111.11837
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Oriented RepPoints for Aerial Object Detection 24 May 2021 · 2 repositories · arXiv:2105.11111Syntology ran 0 of 2 samples · 2 unverified
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RelationNet++: Bridging Visual Representations for Object Detection via Transformer Decoder 29 Oct 2020 · 4 repositories · arXiv:2010.15831Syntology ran 0 of 5 samples · 5 unverified
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RepPoints V2: Verification Meets Regression for Object Detection 16 Jul 2020 · 1 repository · arXiv:2007.08508
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Dense RepPoints: Representing Visual Objects with Dense Point Sets 24 Dec 2019 · 2 repositories · arXiv:1912.11473
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RepPoints: Point Set Representation for Object Detection 25 Apr 2019 · 6 repositories · arXiv:1904.11490Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
Tasks archive 2025-07-28
19 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
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