Methods › Computer Vision › RoI Feature Extractors › Position-Sensitive RoI Pooling
Position-Sensitive RoI Pooling
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Position-Sensitive RoI Pooling layer aggregates the outputs of the last convolutional layer and generates scores for each RoI. Unlike RoI Pooling, PS RoI Pooling conducts selective pooling, and each of the k × k bin aggregates responses from only one score map out of the bank of k × k score maps. With end-to-end training, this RoI layer shepherds the last convolutional layer to learn specialized position-sensitive score maps.
Papers archive 2025-07-28
30 shown of 32, 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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PatchNet -- Short-range Template Matching for Efficient Video Processing 10 Mar 2021 · 1 repository · arXiv:2103.07371
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ABOShips -- An Inshore and Offshore Maritime Vessel Detection Dataset with Precise Annotations 11 Feb 2021 · 0 repositories · arXiv:2102.05869
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TensorFlow with user friendly Graphical Framework for object detection API 11 Jun 2020 · 1 repository · arXiv:2006.06385
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DFR-TSD: A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions 3 Jun 2020 · 0 repositories · arXiv:2006.02578
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KL-Divergence-Based Region Proposal Network for Object Detection 22 May 2020 · 0 repositories · arXiv:2005.11220
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On the safety of vulnerable road users by cyclist orientation detection using Deep Learning 25 Apr 2020 · 0 repositories · arXiv:2004.11909
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To What Extent Does Downsampling, Compression, and Data Scarcity Impact Renal Image Analysis? 22 Sep 2019 · 0 repositories · arXiv:1909.09945
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Detecting 11K Classes: Large Scale Object Detection without Fine-Grained Bounding Boxes 14 Aug 2019 · 0 repositories · arXiv:1908.05217
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Multi-Task Self-Supervised Object Detection via Recycling of Bounding Box Annotations 1 Jun 2019 · 0 repositories
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Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint 26 Apr 2019 · 0 repositories
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Large-scale mammography CAD with Deformable Conv-Nets 19 Feb 2019 · 0 repositories · arXiv:1902.07323
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A Comparison of Embedded Deep Learning Methods for Person Detection 9 Dec 2018 · 0 repositories · arXiv:1812.03451
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Fast Object Detection in Compressed Video 27 Nov 2018 · 0 repositories · arXiv:1811.11057
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Satellite Imagery Multiscale Rapid Detection with Windowed Networks 25 Sep 2018 · 0 repositories · arXiv:1809.09978
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Global Weighted Average Pooling Bridges Pixel-level Localization and Image-level Classification 21 Sep 2018 · 0 repositories · arXiv:1809.08264
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DetNet: Design Backbone for Object Detection 1 Sep 2018 · 0 repositories
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Overhead Detection: Beyond 8-bits and RGB 7 Aug 2018 · 0 repositories · arXiv:1808.02443
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The EuroCity Persons Dataset: A Novel Benchmark for Object Detection 18 May 2018 · 0 repositories · arXiv:1805.07193
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Quantization Mimic: Towards Very Tiny CNN for Object Detection 6 May 2018 · 0 repositories · arXiv:1805.02152
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Sliding Line Point Regression for Shape Robust Scene Text Detection 30 Jan 2018 · 1 repository · arXiv:1801.09969
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R-FCN-3000 at 30fps: Decoupling Detection and Classification 5 Dec 2017 · 2 repositories · arXiv:1712.01802
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Cascade R-CNN: Delving into High Quality Object Detection 3 Dec 2017 · 8 repositories · arXiv:1712.00726Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
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An Analysis of Scale Invariance in Object Detection - SNIP 22 Nov 2017 · 0 repositories · arXiv:1711.08189
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Light-Head R-CNN: In Defense of Two-Stage Object Detector 20 Nov 2017 · 5 repositories · arXiv:1711.07264
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Towards Interpretable R-CNN by Unfolding Latent Structures 14 Nov 2017 · 1 repository · arXiv:1711.05226
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On Pre-Trained Image Features and Synthetic Images for Deep Learning 29 Oct 2017 · 0 repositories · arXiv:1710.10710
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Detecting Faces Using Region-based Fully Convolutional Networks 14 Sep 2017 · 1 repository · arXiv:1709.05256
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CoupleNet: Coupling Global Structure with Local Parts for Object Detection 9 Aug 2017 · 3 repositories · arXiv:1708.02863
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Soft-NMS -- Improving Object Detection With One Line of Code 14 Apr 2017 · 8 repositories · arXiv:1704.04503Syntology ran 4 of 4 samples · 0 unverified
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Object Detection via Aspect Ratio and Context Aware Region-based Convolutional Networks 2 Dec 2016 · 0 repositories · arXiv:1612.00534
Tasks archive 2025-07-28
20 shown of 52 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