Methods › Computer Vision › Object Detection Models › R-FCN
Region-based Fully Convolutional Network
R-FCN
Introduced by Jifeng Dai et al. in R-FCN: Object Detection via Region-based Fully Convolutional Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Region-based Fully Convolutional Networks, or R-FCNs, are a type of region-based object detector. In contrast to previous region-based object detectors such as Fast/Faster R-CNN that apply a costly per-region subnetwork hundreds of times, R-FCN is fully convolutional with almost all computation shared on the entire image.
To achieve this, R-FCN utilises position-sensitive score maps to address a dilemma between translation-invariance in image classification and translation-variance in object detection.
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