Methods › Computer Vision › Object Detection Models › Fast R-CNN
Fast R-CNN
Introduced by Ross Girshick in Fast R-CNN
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Fast R-CNN is an object detection model that improves in its predecessor R-CNN in a number of ways. Instead of extracting CNN features independently for each region of interest, Fast R-CNN aggregates them into a single forward pass over the image; i.e. regions of interest from the same image share computation and memory in the forward and backward passes.
Papers archive 2025-07-28
30 shown of 38, 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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WalnutData: A UAV Remote Sensing Dataset of Green Walnuts and Model Evaluation 27 Feb 2025 · 1 repository · arXiv:2502.20092
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How To Effectively Train An Ensemble Of Faster R-CNN Object Detectors To Quantify Uncertainty 7 Oct 2023 · 1 repository · arXiv:2310.04829
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Classification of White Blood Cells Using Machine and Deep Learning Models: A Systematic Review 11 Aug 2023 · 0 repositories · arXiv:2308.06296
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Domain Adaptive Person Search via GAN-based Scene Synthesis for Cross-scene Videos 8 Aug 2023 · 1 repository · arXiv:2308.04322
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Random Boxes Are Open-world Object Detectors 17 Jul 2023 · 1 repository · arXiv:2307.08249Syntology ran 12 of 16 samples · 4 unverified · 16 pointer-only (licence)
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CoVA: Exploiting Compressed-Domain Analysis to Accelerate Video Analytics 2 Jul 2022 · 1 repository · arXiv:2207.00588
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Classification of Phonological Parameters in Sign Languages 24 May 2022 · 0 repositories · arXiv:2205.12072
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CoVA: Context-aware Visual Attention for Webpage Information Extraction 24 Oct 2021 · 1 repository · arXiv:2110.12320Syntology ran 0 of 4 samples · 4 unverified
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Anchor-free Oriented Proposal Generator for Object Detection 5 Oct 2021 · 1 repository · arXiv:2110.01931
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DASHA: Decentralized Autofocusing System with Hierarchical Agents 29 Aug 2021 · 1 repository · arXiv:2108.12842
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Densely-Populated Traffic Detection using YOLOv5 and Non-Maximum Suppression Ensembling 27 Aug 2021 · 0 repositories · arXiv:2108.12118
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A Survey on Deep Domain Adaptation and Tiny Object Detection Challenges, Techniques and Datasets 16 Jul 2021 · 0 repositories · arXiv:2107.07927
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Object sorting using faster R-CNN 29 Dec 2020 · 0 repositories · arXiv:2012.14840
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Weakly Supervised Instance Segmentation by Deep Community Learning 30 Jan 2020 · 0 repositories · arXiv:2001.11207
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The Pedestrian Patterns Dataset 6 Jan 2020 · 0 repositories · arXiv:2001.01816
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Discriminative Feature Transformation for Occluded Pedestrian Detection 1 Oct 2019 · 0 repositories
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Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution 15 Sep 2019 · 2 repositories · arXiv:1909.06720
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Fast and Efficient Model for Real-Time Tiger Detection In The Wild 3 Sep 2019 · 1 repository · arXiv:1909.01122
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RRPN: Radar Region Proposal Network for Object Detection in Autonomous Vehicles 1 May 2019 · 1 repository · arXiv:1905.00526
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Object-driven Text-to-Image Synthesis via Adversarial Training 27 Feb 2019 · 1 repository · arXiv:1902.10740
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Region Proposal by Guided Anchoring 10 Jan 2019 · 2 repositories · arXiv:1901.03278
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Model-based active learning to detect isometric deformable objects in the wild with deep architectures 7 Jun 2018 · 0 repositories · arXiv:1806.02850
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Real-time Surgical Tools Recognition in Total Knee Arthroplasty Using Deep Neural Networks 6 Jun 2018 · 0 repositories · arXiv:1806.02031
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Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination 5 May 2018 · 15 repositories · arXiv:1805.01978Syntology ran 19 of 23 samples · 4 unverified · 16 pointer-only (licence)
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Visual relationship detection with deep structural ranking 27 Apr 2018 · 1 repository
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An Accurate and Real-time Self-blast Glass Insulator Location Method Based On Faster R-CNN and U-net with Aerial Images 16 Jan 2018 · 0 repositories · arXiv:1801.05143
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Multi-Channel CNN-based Object Detection for Enhanced Situation Awareness 30 Nov 2017 · 0 repositories · arXiv:1712.00075
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ContextLocNet: Context-Aware Deep Network Models for Weakly Supervised Localization 14 Sep 2016 · 1 repository · arXiv:1609.04331
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Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection 29 Aug 2016 · 0 repositories · arXiv:1608.08029
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End-to-end training of object class detectors for mean average precision 12 Jul 2016 · 0 repositories · arXiv:1607.03476
Tasks archive 2025-07-28
20 shown of 47 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