Faster R-CNN is an object detection model that improves on Fast R-CNN by utilising a region proposal network (RPN) with the CNN model. The RPN shares full-image convolutional features with the detection network, enabling nearly cost-free region proposals. It 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, which are used by Fast R-CNN for detection. RPN and Fast R-CNN are merged into a single network by sharing their convolutional features: the RPN component tells the unified network where to look.

As a whole, Faster R-CNN consists of two modules. The first module is a deep fully convolutional network that proposes regions, and the second module is the Fast R-CNN detector that uses the proposed regions.

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

Latest Papers

PAPER DATE
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Yong WangQi LiuHongyu ZuXiao LiuRuichao XieFeng Wang
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| Hongkai ZhangHong ChangBingpeng MaNaiyan WangXilin Chen
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Minghao FuZhenshan XieWen LiLixin Duan
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2020-03-17
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Bin ZhuQing SongLu YangZhihui WangChun LiuMengjie Hu
2020-03-07
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Peng JiaQiang LiuYongyang Sun
2020-02-21
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| Lourenço V. PatoRenato NegrinhoPedro M. Q. Aguiar
2019-12-27
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2019-12-11
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2019-12-09
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2019-11-20
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2019-11-18
Liver Steatosis Segmentation with Deep Learning Methods
Xiaoyuan GuoFusheng WangGeorge TeodorouAlton B. FarrisJun Kong
2019-11-16
Curriculum Self-Paced Learning for Cross-Domain Object Detection
Petru SovianyRadu Tudor IonescuPaolo RotaNicu Sebe
2019-11-15
Momentum Contrast for Unsupervised Visual Representation Learning
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2019-11-13
An Alternative Probabilistic Interpretation of the Huber Loss
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2019-11-05
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2019-11-01
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2019-10-25
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2019-10-25
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2019-10-16
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2019-10-08
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2019-10-07
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2019-10-01
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2019-04-25
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2018-09-23
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2018-09-21
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Jean Ogier du TerrailFrédéric Jurie
2018-09-20
CADP: A Novel Dataset for CCTV Traffic Camera based Accident Analysis
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2018-09-16
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2018-09-09
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2018-09-04
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| Wei LiuShengcai LiaoWeidong HuXuezhi LiangXiao Chen
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2018-09-01
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A Survey of Modern Object Detection Literature using Deep Learning
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2018-08-22
FaceOff: Anonymizing Videos in the Operating Rooms
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2018-08-06
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Physical Adversarial Examples for Object Detectors
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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
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2018-07-17
Towards Single-phase Single-stage Detection of Pulmonary Nodules in Chest CT Imaging
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2018-07-16
Assessing fish abundance from underwater video using deep neural networks
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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
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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
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Adversarial Attacks on Face Detectors using Neural Net based Constrained Optimization
Avishek Joey BoseParham Aarabi
2018-05-31
SNIPER: Efficient Multi-Scale Training
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2018-05-23
Learning Rich Features for Image Manipulation Detection
| Peng ZhouXintong HanVlad I. MorariuLarry S. Davis
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Quantization Mimic: Towards Very Tiny CNN for Object Detection
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2018-05-06
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
| Zhirong WuYuanjun XiongStella YuDahua Lin
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Deep Perm-Set Net: Learn to predict sets with unknown permutation and cardinality using deep neural networks
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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
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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
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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
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
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
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
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
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
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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