Region Proposal

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 143 papers with code (373 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Focal Loss for Dense Object Detection
  7 Aug 2017 234 repositories listed Syntology ran 11 of 11 samples · 0 unverified · 6 pointer-only (licence)
  Our novel Focal Loss focuses training on a sparse set of hard examples and prevents the vast number of easy negatives from overwhelming the detector during training.
• Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
  4 Jun 2015 196 repositories listed Syntology ran 59 of 124 samples · 65 unverified · 42 pointer-only (licence)
  In this work, we introduce a Region Proposal Network (RPN) that shares full-image convolutional features with the detection network, thus enabling nearly cost-free region proposals.
• Frustum PointNets for 3D Object Detection from RGB-D Data
  22 Nov 2017 68 repositories listed Syntology ran 2 of 4 samples · 2 unverified · 2 pointer-only (licence)
  In this work, we study 3D object detection from RGB-D data in both indoor and outdoor scenes.
• VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection
  17 Nov 2017 44 repositories listed Syntology ran 2 of 4 samples · 2 unverified · 4 pointer-only (licence)
  Accurate detection of objects in 3D point clouds is a central problem in many applications, such as autonomous navigation, housekeeping robots, and augmented/virtual reality.
• Evaluate the Malignancy of Pulmonary Nodules Using the 3D Deep Leaky Noisy-or Network
  22 Nov 2017 11 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  The model consists of two modules.
• Complex-YOLO: Real-time 3D Object Detection on Point Clouds
  16 Mar 2018 10 repositories listed
  We introduce Complex-YOLO, a state of the art real-time 3D object detection network on point clouds only.
• Domain Adaptive Faster R-CNN for Object Detection in the Wild
  8 Mar 2018 8 repositories listed Syntology ran 1 of 8 samples · 7 unverified · 4 pointer-only (licence)
  The results demonstrate the effectiveness of our proposed approach for robust object detection in various domain shift scenarios.
• Oriented R-CNN for Object Detection
  12 Aug 2021 5 repositories listed
  Current state-of-the-art two-stage detectors generate oriented proposals through time-consuming schemes.
• Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection
  31 Dec 2020 5 repositories listed
  In this paper, we take a slightly different viewpoint -- we find that precise positioning of raw points is not essential for high performance 3D object detection and that the coarse voxel granularity can also offer…
• High Performance Visual Tracking With Siamese Region Proposal Network
  1 Jun 2018 5 repositories listed
  Visual object tracking has been a fundamental topic in recent years and many deep learning based trackers have achieved state-of-the-art performance on multiple benchmarks.
• DeepText: A Unified Framework for Text Proposal Generation and Text Detection in Natural Images
  24 May 2016 5 repositories listed
  In this paper, we develop a novel unified framework called DeepText for text region proposal generation and text detection in natural images via a fully convolutional neural network (CNN).
• M3D-RPN: Monocular 3D Region Proposal Network for Object Detection
  13 Jul 2019 4 repositories listed Syntology ran 1 of 21 samples · 20 unverified
  Understanding the world in 3D is a critical component of urban autonomous driving.
• Stereo R-CNN based 3D Object Detection for Autonomous Driving
  26 Feb 2019 4 repositories listed Syntology ran 1 of 9 samples · 8 unverified
  Our method, called Stereo R-CNN, extends Faster R-CNN for stereo inputs to simultaneously detect and associate object in left and right images.
• SNIPER: Efficient Multi-Scale Training
  23 May 2018 4 repositories listed
  Our implementation based on Faster-RCNN with a ResNet-101 backbone obtains an mAP of 47.
• Joint 3D Proposal Generation and Object Detection from View Aggregation
  6 Dec 2017 4 repositories listed
  We present AVOD, an Aggregate View Object Detection network for autonomous driving scenarios.
• Arbitrary-Oriented Scene Text Detection via Rotation Proposals
  3 Mar 2017 4 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  This paper introduces a novel rotation-based framework for arbitrary-oriented text detection in natural scene images.
• Probabilistic two-stage detection
  12 Mar 2021 3 repositories listed
  We develop a probabilistic interpretation of two-stage object detection.
• Improving RetinaNet for CT Lesion Detection with Dense Masks from Weak RECIST Labels
  5 Jun 2019 3 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  We propose a highly accurate and efficient one-stage lesion detector, by re-designing a RetinaNet to meet the particular challenges in medical imaging.
• Learning regression and verification networks for long-term visual tracking
  12 Sep 2018 3 repositories listed
  Compared with short-term tracking, the long-term tracking task requires determining the tracked object is present or absent, and then estimating the accurate bounding box if present or conducting image-wide re-detection…
• CoupleNet: Coupling Global Structure with Local Parts for Object Detection
  9 Aug 2017 3 repositories listed
  To fully explore the local and global properties, in this paper, we propose a novel fully convolutional network, named as CoupleNet, to couple the global structure with local parts for object detection.
• Faster R-CNN Features for Instance Search
  29 Apr 2016 3 repositories listed
  This work explores the suitability for instance retrieval of image- and region-wise representations pooled from an object detection CNN such as Faster R-CNN.
• Deep Image Retrieval: Learning global representations for image search
  5 Apr 2016 3 repositories listed Syntology ran 0 of 9 samples · 9 unverified
  We propose a novel approach for instance-level image retrieval.
• Real-Time Grasp Detection Using Convolutional Neural Networks
  9 Dec 2014 3 repositories listed Syntology ran 1 of 18 samples · 17 unverified
  We present an accurate, real-time approach to robotic grasp detection based on convolutional neural networks.
• GLT-T: Global-Local Transformer Voting for 3D Single Object Tracking in Point Clouds
  20 Nov 2022 2 repositories listed
  Technically, a global-local transformer (GLT) module is employed to integrate object- and patch-aware prior into seed point features to effectively form strong feature representation for geometric positions of the seed…
• Boosting R-CNN: Reweighting R-CNN Samples by RPN's Error for Underwater Object Detection
  28 Jun 2022 2 repositories listed
  This work aims to solve the problem from two perspectives: uncertainty modeling and hard example mining.
• F2DNet: Fast Focal Detection Network for Pedestrian Detection
  4 Mar 2022 2 repositories listed
  However, the current two-stage detectors are inefficient as they do bounding box regression in multiple steps i.
• Dogfight: Detecting Drones from Drones Videos
  31 Mar 2021 2 repositories listed
  The erratic movement of the source and target drones, small size, arbitrary shape, large intensity variations, and occlusion make this problem quite challenging.
• One-Shot Object Detection with Co-Attention and Co-Excitation
  28 Nov 2019 2 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  This paper aims to tackle the challenging problem of one-shot object detection.
• SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking
  17 Nov 2019 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  The proposed framework SiamCAR consists of two simple subnetworks: one Siamese subnetwork for feature extraction and one classification-regression subnetwork for bounding box prediction.
• Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution
  15 Sep 2019 2 repositories listed
  This paper considers an architecture referred to as Cascade Region Proposal Network (Cascade RPN) for improving the region-proposal quality and detection performance by \textit{systematically} addressing the limitation…

Syntology lines on 14 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.