Region Proposal Network

Introduced by Ren et al. in Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

A Region Proposal Network, or RPN, is a fully convolutional network that simultaneously predicts object bounds and objectness scores at each position. The RPN is trained end-to-end to generate high-quality region proposals. RPN and algorithms like Fast R-CNN can be merged into a single network by sharing their convolutional features - using the recently popular terminology of neural networks with attention mechanisms, the RPN component tells the unified network where to look.

RPNs are designed to efficiently predict region proposals with a wide range of scales and aspect ratios. RPNs use anchor boxes that serve as references at multiple scales and aspect ratios. The scheme can be thought of as a pyramid of regression references, which avoids enumerating images or filters of multiple scales or aspect ratios.

Source: Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Latest Papers

PAPER DATE
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Region based Ensemble Learning Network for Fine-grained Classification
Weikuang LiTian WangChuanyun WangGuangcun ShanMengyi ZhangHichem Snoussi
2019-02-09
Photorealistic Image Synthesis for Object Instance Detection
Tomas HodanVibhav VineetRan GalEmanuel ShalevJon HanzelkaTreb ConnellPedro UrbinaSudipta N. SinhaBrian Guenter
2019-02-09
TrackNet: Simultaneous Object Detection and Tracking and Its Application in Traffic Video Analysis
Chenge LiGregory DoblerXin FengYao Wang
2019-02-04
Hybrid Task Cascade for Instance Segmentation
| Kai ChenJiangmiao PangJiaqi WangYu XiongXiaoxiao LiShuyang SunWansen FengZiwei LiuJianping ShiWanli OuyangChen Change LoyDahua Lin
2019-01-22
Region Proposal by Guided Anchoring
| Jiaqi WangKai ChenShuo YangChen Change LoyDahua Lin
2019-01-10
Car Detection using Unmanned Aerial Vehicles: Comparison between Faster R-CNN and YOLOv3
| Bilel BenjdiraTaha KhursheedAnis KoubaaAdel AmmarKais Ouni
2018-12-28
Region Proposal Networks with Contextual Selective Attention for Real-Time Organ Detection
Awais MansoorAntonio R. PorrasMarius George Linguraru
2018-12-26
Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking
| Heng FanHaibin Ling
2018-12-14
FA-RPN: Floating Region Proposals for Face Detection
Mahyar NajibiBharat SinghLarry S. Davis
2018-12-13
CFUN: Combining Faster R-CNN and U-net Network for Efficient Whole Heart Segmentation
| Zhanwei XuZiyi WuJianjiang Feng
2018-12-12
Learning Discriminative Motion Features Through Detection
Gedas BertasiusChristoph FeichtenhoferDu TranJianbo ShiLorenzo Torresani
2018-12-11
Attention-guided Unified Network for Panoptic Segmentation
Yanwei LiXinze ChenZheng ZhuLingxi XieGuan HuangDalong DuXingang Wang
2018-12-10
OMNIA Faster R-CNN: Detection in the wild through dataset merging and soft distillation
Alexandre RameEmilien GarreauHedi Ben-YounesCharles Ollion
2018-12-06
Grid R-CNN
| Xin LuBuyu LiYuxin YueQuanquan LiJunjie Yan
2018-11-29
Deformable ConvNets v2: More Deformable, Better Results
| Xizhou ZhuHan HuStephen LinJifeng Dai
2018-11-27
Non-local RoI for Cross-Object Perception
Shou-Yao Roy TsengHwann-Tzong ChenShao-Heng TaiTyng-Luh Liu
2018-11-25
Defect Detection from UAV Images based on Region-Based CNNs
Meng LanYipeng ZhangLefei ZhangBo Du
2018-11-23
Revisiting Image-Language Networks for Open-ended Phrase Detection
| Bryan A. PlummerKevin J. ShihYichen LiKe XuSvetlana LazebnikStan SclaroffKate Saenko
2018-11-17
DeRPN: Taking a further step toward more general object detection
| Lele XieYuliang LiuLianwen JinZecheng Xie
2018-11-16
Data-Efficient Graph Embedding Learning for PCB Component Detection
Chia-Wen KuoJacob AshmoreDavid HugginsZsolt Kira
2018-11-16
Application of Faster R-CNN model on Human Running Pattern Recognition
Kairan YangFeng Geng
2018-11-13
A Bayesian Perspective of Convolutional Neural Networks through a Deconvolutional Generative Model
Tan NguyenNhat HoAnkit PatelAnima AnandkumarMichael I. JordanRichard G. Baraniuk
2018-11-01
User Constrained Thumbnail Generation using Adaptive Convolutions
| Perla Sai Raj KishoreAyan Kumar BhuniaShuvozit GhosePartha Pratim Roy
2018-10-31
A Deep-Learning-Based Fashion Attributes Detection Model
Menglin JiaYichen ZhouMengyun ShiBharath Hariharan
2018-10-24
BshapeNet: Object Detection and Instance Segmentation with Bounding Shape Masks
Ba Rom KangHa Young Kim
2018-10-15
Weakly Supervised Object Detection in Artworks
| Nicolas GonthierYann GousseauSaid LadjalOlivier Bonfait
2018-10-05
Multi-view X-ray R-CNN
Jan-Martin O. SteitzFaraz SaeedanStefan Roth
2018-10-04
CaTDet: Cascaded Tracked Detector for Efficient Object Detection from Video
Huizi MaoTaeyoung KongWilliam J. Dally
2018-09-30
Panoptic Segmentation with an End-to-End Cell R-CNN for Pathology Image Analysis
Donghao ZhangYang SongDongnan LiuHaozhe JiaSiqi LiuYong XiaHeng HuangWeidong Cai
2018-09-28
Dropout Distillation for Efficiently Estimating Model Confidence
Corina GurauAlex BewleyIngmar Posner
2018-09-27
Satellite Imagery Multiscale Rapid Detection with Windowed Networks
Adam Van Etten
2018-09-25
Bounding Box Regression with Uncertainty for Accurate Object Detection
| Yihui HeChenchen ZhuJianren WangMarios SavvidesXiangyu Zhang
2018-09-23
Analysing object detectors from the perspective of co-occurring object categories
Csaba NemesSandor Jordan
2018-09-21
Faster RER-CNN: application to the detection of vehicles in aerial images
Jean Ogier du TerrailFrédéric Jurie
2018-09-20
A Study on Deep Learning Based Sauvegrain Method for Measurement of Puberty Bone Age
Seung Bin BaikKeum Gang Cha
2018-09-18
CADP: A Novel Dataset for CCTV Traffic Camera based Accident Analysis
Ankit ShahJean Baptiste LamareTuan Nguyen AnhAlexander Hauptmann
2018-09-16
Fingertip Detection and Tracking for Recognition of Air-Writing in Videos
Sohom MukherjeeArif AhmedDebi Prosad DograSamarjit KarPartha Pratim Roy
2018-09-09
An Efficient Approach for Polyps Detection in Endoscopic Videos Based on Faster R-CNN
Xi MoKe TaoQuan WangGuanghui Wang
2018-09-04
Learning Efficient Single-stage Pedestrian Detectors by Asymptotic Localization Fitting
| Wei LiuShengcai LiaoWeidong HuXuezhi LiangXiao Chen
2018-09-01
DetNet: Design Backbone for Object Detection
Zeming LiChao PengGang YuXiangyu ZhangYangdong DengJian Sun
2018-09-01
Atherosclerotic carotid plaques on panoramic imaging: an automatic detection using deep learning with small dataset
Lazar KatsMarilena VeredAyelet Zlotogorski-HurvitzItai Harpaz
2018-08-24
A Survey of Modern Object Detection Literature using Deep Learning
Karanbir Singh ChahalKuntal Dey
2018-08-22
FaceOff: Anonymizing Videos in the Operating Rooms
Evangello FloutyOdysseas ZisimopoulosDanail Stoyanov
2018-08-06
Acquisition of Localization Confidence for Accurate Object Detection
| Borui JiangRuixuan LuoJiayuan MaoTete XiaoYuning Jiang
2018-07-30
Characters Detection on Namecard with faster RCNN
Weitong Zhang
2018-07-27
A Better Baseline for AVA
Rohit GirdharJoão CarreiraCarl DoerschAndrew Zisserman
2018-07-26
Physical Adversarial Examples for Object Detectors
Kevin EykholtIvan EvtimovEarlence FernandesBo LiAmir RahmatiFlorian TramerAtul PrakashTadayoshi KohnoDawn Song
2018-07-20
Deep Adaptive Proposal Network for Object Detection in Optical Remote Sensing Images
Lin ChengXu LiuLingling LiLicheng JiaoXu Tang
2018-07-19
CBAM: Convolutional Block Attention Module
| Sanghyun WooJongchan ParkJoon-Young LeeIn So Kweon
2018-07-17
Towards Single-phase Single-stage Detection of Pulmonary Nodules in Chest CT Imaging
Zhongliu Xie
2018-07-16
Assessing fish abundance from underwater video using deep neural networks
Ranju MandalRod M. ConnollyThomas A. SchlacherzBela Stantic
2018-07-16
Object Relation Detection Based on One-shot Learning
Li ZhouJian ZhaoJianshu LiLi YuanJiashi Feng
2018-07-16
An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution
| Rosanne LiuJoel LehmanPiero MolinoFelipe Petroski SuchEric FrankAlex SergeevJason Yosinski
2018-07-09
Model-based active learning to detect isometric deformable objects in the wild with deep architectures
Shrinivasan SankarAdrien Bartoli
2018-06-07
DPatch: An Adversarial Patch Attack on Object Detectors
| Xin LiuHuanrui YangZiwei LiuLinghao SongHai LiYiran Chen
2018-06-05
Adversarial Attacks on Face Detectors using Neural Net based Constrained Optimization
Avishek Joey BoseParham Aarabi
2018-05-31
SNIPER: Efficient Multi-Scale Training
| Bharat SinghMahyar NajibiLarry S. Davis
2018-05-23
Learning Rich Features for Image Manipulation Detection
| Peng ZhouXintong HanVlad I. MorariuLarry S. Davis
2018-05-13
Quantization Mimic: Towards Very Tiny CNN for Object Detection
Yi WeiXinyu PanHongwei QinWanli OuyangJunjie Yan
2018-05-06
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
| Zhirong WuYuanjun XiongStella YuDahua Lin
2018-05-05
Deep Perm-Set Net: Learn to predict sets with unknown permutation and cardinality using deep neural networks
S. Hamid RezatofighiRoman KaskmanFarbod T. MotlaghQinfeng ShiDaniel CremersLaura Leal-TaixéIan Reid
2018-05-02
Applying Faster R-CNN for Object Detection on Malaria Images
| Jane HungDeepali RavelStefanie C. P. LopesGabriel RangelOdailton Amaral NeryBenoit MalleretFrancois NostenMarcus V. G. LacerdaMarcelo U. FerreiraLaurent RéniaManoj T. DuraisinghFabio T. M. CostaMatthias MartiAnne E. Carpenter
2018-04-25
An Anchor-Free Region Proposal Network for Faster R-CNN based Text Detection Approaches
Zhuoyao ZhongLei SunQiang Huo
2018-04-24
Deep cross-domain building extraction for selective depth estimation from oblique aerial imagery
Boitumelo RufLaurenz ThielMartin Weinmann
2018-04-23
Rethinking the Faster R-CNN Architecture for Temporal Action Localization
| Yu-Wei ChaoSudheendra VijayanarasimhanBryan SeyboldDavid A. RossJia DengRahul Sukthankar
2018-04-20
DetNet: A Backbone network for Object Detection
| Zeming LiChao PengGang YuXiangyu ZhangYangdong DengJian Sun
2018-04-17
ShapeShifter: Robust Physical Adversarial Attack on Faster R-CNN Object Detector
| Shang-Tse ChenCory CorneliusJason MartinDuen Horng Chau
2018-04-16
Beyond Trade-off: Accelerate FCN-based Face Detector with Higher Accuracy
Guanglu SongYu LiuMing JiangYujie WangJunjie YanBiao Leng
2018-04-14
Question Type Guided Attention in Visual Question Answering
Yang ShiTommaso FurlanelloSheng ZhaAnimashree Anandkumar
2018-04-06
A Vehicle Detection Approach using Deep Learning Methodologies
Abdullah Asim YilmazMehmet Serdar GuzelIman AskerbeyliErkan Bostanci
2018-04-02
Multi-scale Location-aware Kernel Representation for Object Detection
| Hao WangQilong WangMingqi GaoPeihua LiWangmeng Zuo
2018-04-02
DDRprog: A CLEVR Differentiable Dynamic Reasoning Programmer
Joseph SuarezJustin JohnsonFei-Fei Li
2018-03-30
Deep Learning Object Detection Methods for Ecological Camera Trap Data
Stefan SchneiderGraham W. TaylorStefan C. Kremer
2018-03-28
Optimizing the Trade-off between Single-Stage and Two-Stage Object Detectors using Image Difficulty Prediction
Petru SovianyRadu Tudor Ionescu
2018-03-23
Learning to Segment via Cut-and-Paste
Tal RemezJonathan HuangMatthew Brown
2018-03-16
Illumination-aware Faster R-CNN for Robust Multispectral Pedestrian Detection
Chengyang LiDan SongRuofeng TongMin Tang
2018-03-14
Domain Adaptive Faster R-CNN for Object Detection in the Wild
| Yuhua ChenWen LiChristos SakaridisDengxin DaiLuc Van Gool
2018-03-08
CNN-Based Automatic Urinary Particles Recognition
Rui KangYixiong LiangChunyan LianYuan Mao
2018-03-06
Path Aggregation Network for Instance Segmentation
| Shu LiuLu QiHaifang QinJianping ShiJiaya Jia
2018-03-05
Scale Optimization for Full-Image-CNN Vehicle Detection
Yang GaoShouyan GuoKaimin HuangJiaxin ChenQian GongYang ZouTong BaiGary Overett
2018-02-20
Object Detection with Mask-based Feature Encoding
Xiaochuan FanHao GuoKang ZhengWei FengSong Wang
2018-02-12
Sliding Line Point Regression for Shape Robust Scene Text Detection
Yixing ZhuJun Du
2018-01-30
Training and Testing Object Detectors with Virtual Images
Yonglin TianXuan LiKunfeng WangFei-Yue Wang
2017-12-22
Symbol detection in online handwritten graphics using Faster R-CNN
Frank D. Julca-AguilarNina S. T. Hirata
2017-12-13
Joint 3D Proposal Generation and Object Detection from View Aggregation
| Jason KuMelissa MozifianJungwook LeeAli HarakehSteven Waslander
2017-12-06
Cascade R-CNN: Delving into High Quality Object Detection
| Zhaowei CaiNuno Vasconcelos
2017-12-03
Discriminative Learning of Open-Vocabulary Object Retrieval and Localization by Negative Phrase Augmentation
Ryota HinamiShin'ichi Satoh
2017-11-27
Learning a Rotation Invariant Detector with Rotatable Bounding Box
| Lei LiuZongxu PanBin Lei
2017-11-26
An Analysis of Scale Invariance in Object Detection - SNIP
Bharat SinghLarry S. Davis
2017-11-22
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection
| Yin ZhouOncel Tuzel
2017-11-17
Procedural Text Generation from an Execution Video
Atsushi UshikuHayato HashimotoAtsushi HashimotoShinsuke Mori
2017-11-01
Cascade Region Proposal and Global Context for Deep Object Detection
Qiaoyong ZhongChao LiYingying ZhangDi XieShicai YangShiliang Pu
2017-10-30
Fine-grained Discriminative Localization via Saliency-guided Faster R-CNN
Xiangteng HeYuxin PengJunjie Zhao
2017-09-25
Object Recognition from very few Training Examples for Enhancing Bicycle Maps
Christoph ReindersHanno AckermannMichael Ying YangBodo Rosenhahn
2017-09-18
Fast Landmark Localization with 3D Component Reconstruction and CNN for Cross-Pose Recognition
Gee-SernHsuHung-Cheng ShieCheng-Hua Hsieh
2017-08-31
ChainerCV: a Library for Deep Learning in Computer Vision
| Yusuke NiitaniToru OgawaShunta SaitoMasaki Saito
2017-08-28
Dockerface: an Easy to Install and Use Faster R-CNN Face Detector in a Docker Container
| Nataniel RuizJames M. Rehg
2017-08-15
Transitive Invariance for Self-supervised Visual Representation Learning
Xiaolong WangKaiming HeAbhinav Gupta
2017-08-09
MixedPeds: Pedestrian Detection in Unannotated Videos using Synthetically Generated Human-agents for Training
Ernest C. CheungTsan Kwong WongAniket BeraDinesh Manocha
2017-07-28
Detecting and classifying lesions in mammograms with Deep Learning
| Dezső RibliAnna HorváthZsuzsa UngerPéter PollnerIstván Csabai
2017-07-26
An All-in-One Network for Dehazing and Beyond
| Boyi LiXiulian PengZhangyang WangJizheng XuDan Feng
2017-07-20
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era
| Chen SunAbhinav ShrivastavaSaurabh SinghAbhinav Gupta
2017-07-10
RON: Reverse Connection with Objectness Prior Networks for Object Detection
| Tao KongFuchun SunAnbang YaoHuaping LiuMing LuYurong Chen
2017-07-06
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices
| Xiangyu ZhangXinyu ZhouMengxiao LinJian Sun
2017-07-04
SMC Faster R-CNN: Toward a scene-specialized multi-object detector
Ala MhallaThierry ChateauHouda MaamatouSami GazzahNajoua Essoukri Ben Amara
2017-06-30
R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detection
| Yingying JiangXiangyu ZhuXiaobing WangShuli YangWei LiHua WangPei FuZhenbo Luo
2017-06-29
Deep Learning-Based Food Calorie Estimation Method in Dietary Assessment
| Yanchao LiangJianhua Li
2017-06-10
Face R-CNN
Hao WangZhifeng LiXing JiYitong Wang
2017-06-04
Attention-based Natural Language Person Retrieval
Tao ZhouMuhao ChenJie YuDemetri Terzopoulos
2017-05-24
Computer vision-based food calorie estimation: dataset, method, and experiment
| Yanchao LiangJianhua Li
2017-05-22
Am I Done? Predicting Action Progress in Videos
Federico BecattiniTiberio UricchioLorenzo SeidenariLamberto BallanAlberto Del Bimbo
2017-05-04
Improving Small Object Proposals for Company Logo Detection
Christian EggertDan ZechaStephan BrehmRainer Lienhart
2017-04-28
Accurate Single Stage Detector Using Recurrent Rolling Convolution
| Jimmy RenXiaohao ChenJianbo LiuWenxiu SunJiahao PangQiong YanYu-Wing TaiLi Xu
2017-04-19
Learning Detection with Diverse Proposals
Samaneh AzadiJiashi FengTrevor Darrell
2017-04-11
ClusterNet: Detecting Small Objects in Large Scenes by Exploiting Spatio-Temporal Information
Rodney LaLondeDong ZhangMubarak Shah
2017-04-10
Cross-View Image Matching for Geo-localization in Urban Environments
| Yicong TianChen ChenMubarak Shah
2017-03-22
Action-Driven Object Detection with Top-Down Visual Attentions
Donggeun YooSunggyun ParkKyunghyun PaengJoon-Young LeeIn So Kweon
2016-12-20
Feature Pyramid Networks for Object Detection
| Tsung-Yi LinPiotr DollárRoss GirshickKaiming HeBharath HariharanSerge Belongie
2016-12-09
Object Detection via Aspect Ratio and Context Aware Region-based Convolutional Networks
Bo LiTianfu WuShuai ShaoLun ZhangRufeng Chu
2016-12-02
Speed/accuracy trade-offs for modern convolutional object detectors
| Jonathan HuangVivek RathodChen SunMenglong ZhuAnoop KorattikaraAlireza FathiIan FischerZbigniew WojnaYang SongSergio GuadarramaKevin Murphy
2016-11-30
Multispectral Deep Neural Networks for Pedestrian Detection
| Jingjing LiuShaoting ZhangShu WangDimitris N. Metaxas
2016-11-08
Deep Fruit Detection in Orchards
Suchet BargotiJames Underwood
2016-10-12
Multi-region two-stream R-CNN for action detection
Xiaojiang PengCordelia Schmid
2016-09-17
Is Faster R-CNN Doing Well for Pedestrian Detection?
Liliang ZhangLiang LinXiaodan LiangKaiming He
2016-07-24
Face Detection with the Faster R-CNN
| Huaizu JiangErik Learned-Miller
2016-06-10
When Do Luxury Cars Hit the Road? Findings by A Big Data Approach
Yang FengJiebo Luo
2016-05-10
Faster R-CNN Features for Instance Search
| Amaia SalvadorXavier Giro-i-NietoFerran MarquesShin'ichi Satoh
2016-04-29
Deep Feature Based Contextual Model for Object Detection
Wenqing ChuDeng Cai
2016-04-14
T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos
| Kai KangHongsheng LiJunjie YanXingyu ZengBin YangTong XiaoCong ZhangZhe WangRuohui WangXiaogang WangWanli Ouyang
2016-04-09
Adaptive Object Detection Using Adjacency and Zoom Prediction
| Yongxi LuTara JavidiSvetlana Lazebnik
2015-12-24
Deep Sliding Shapes for Amodal 3D Object Detection in RGB-D Images
Shuran SongJianxiong Xiao
2015-11-07
Recurrent Polynomial Network for Dialogue State Tracking
Kai SunQizhe XieKai Yu
2015-07-14
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
| Shaoqing RenKaiming HeRoss GirshickJian Sun
2015-06-04
Object Detection Networks on Convolutional Feature Maps
Shaoqing RenKaiming HeRoss GirshickXiangyu ZhangJian Sun
2015-04-23

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