Methods › Computer Vision › Object Detection Models › R-CNN
R-CNN
Introduced by Ross Girshick et al. in Rich feature hierarchies for accurate object detection and semantic segmentation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
R-CNN, or Regions with CNN Features, is an object detection model that uses high-capacity CNNs to bottom-up region proposals in order to localize and segment objects. It uses selective search to identify a number of bounding-box object region candidates (“regions of interest”), and then extracts features from each region independently for classification.
Papers archive 2025-07-28
30 shown of 34, 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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Image quality enhancement of embedded holograms in holographic information hiding using deep neural networks 20 Dec 2021 · 0 repositories · arXiv:2112.11246
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KOHTD: Kazakh Offline Handwritten Text Dataset 22 Sep 2021 · 1 repository · arXiv:2110.04075
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Toward Improving Confidence in Autonomous Vehicle Software: A Study on Traffic Sign Recognition Systems 3 Aug 2021 · 1 repository
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Sentiment analysis for Urdu online reviews using deep learning models 28 Jun 2021 · 1 repository
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CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80 23 Dec 2020 · 2 repositories · arXiv:2012.12453
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Improvement in Land Cover and Crop Classification based on Temporal Features Learning from Sentinel-2 Data Using Recurrent-Convolutional Neural Network (R-CNN) 27 Apr 2020 · 0 repositories · arXiv:2004.12880
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Facial Action Unit Detection on ICU Data for Pain Assessment 24 Apr 2020 · 0 repositories · arXiv:2005.02121
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PS-RCNN: Detecting Secondary Human Instances in a Crowd via Primary Object Suppression 16 Mar 2020 · 0 repositories · arXiv:2003.07080
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Transferring Dense Pose to Proximal Animal Classes 28 Feb 2020 · 1 repository · arXiv:2003.00080
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SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint Estimation 24 Feb 2020 · 3 repositories · arXiv:2002.10111Syntology ran 2 of 9 samples · 7 unverified
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Fine-Grained Object Detection over Scientific Document Images with Region Embeddings 28 Oct 2019 · 0 repositories · arXiv:1910.12462
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STELA: A Real-Time Scene Text Detector with Learned Anchor 17 Sep 2019 · 1 repository · arXiv:1909.07549
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Multi-scale Aggregation R-CNN for 2D Multi-person Pose Estimation 10 May 2019 · 0 repositories · arXiv:1905.03912
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A Review of Object Detection Models based on Convolutional Neural Network 5 May 2019 · 0 repositories · arXiv:1905.01614
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BoLTVOS: Box-Level Tracking for Video Object Segmentation 9 Apr 2019 · 0 repositories · arXiv:1904.04552
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DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification 25 Jan 2018 · 2 repositories · arXiv:1801.09555
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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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The Use of Object Labels and Spatial Prepositions as Keywords in a Web-Retrieval-Based Image Caption Generation System 1 Apr 2017 · 0 repositories
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Segmentation of Instances by Hashing 27 Feb 2017 · 0 repositories · arXiv:1702.08160
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Learning Semantic Part-Based Models from Google Images 11 Sep 2016 · 0 repositories · arXiv:1609.03140
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Shallow Networks for High-Accuracy Road Object-Detection 5 Jun 2016 · 0 repositories · arXiv:1606.01561
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CRAFT Objects from Images 12 Apr 2016 · 1 repository · arXiv:1604.03239
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Relief R-CNN : Utilizing Convolutional Features for Fast Object Detection 25 Jan 2016 · 1 repository · arXiv:1601.06719
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Context-aware CNNs for person head detection 24 Nov 2015 · 1 repository · arXiv:1511.07917
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DeePM: A Deep Part-Based Model for Object Detection and Semantic Part Localization 23 Nov 2015 · 0 repositories · arXiv:1511.07131
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What is Holding Back Convnets for Detection? 12 Aug 2015 · 0 repositories · arXiv:1508.02844
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Deep CNN Ensemble with Data Augmentation for Object Detection 24 Jun 2015 · 0 repositories · arXiv:1506.07224
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R-CNN minus R 23 Jun 2015 · 0 repositories · arXiv:1506.06981
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What makes for effective detection proposals? 17 Feb 2015 · 0 repositories · arXiv:1502.05082
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segDeepM: Exploiting Segmentation and Context in Deep Neural Networks for Object Detection 15 Feb 2015 · 0 repositories · arXiv:1502.04275
Tasks archive 2025-07-28
20 shown of 62 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