Region of Interest Pooling, or RoIPool, is an operation for extracting a small feature map (e.g., $7×7$) from each RoI in detection and segmentation based tasks. Features are extracted from each candidate box, and thereafter in models like Fast R-CNN, are then classified and bounding box regression performed.

The actual scaling to, e.g., $7×7$, occurs by dividing the region proposal into equally sized sections, finding the largest value in each section, and then copying these max values to the output buffer. In essence, RoIPool is max pooling on a discrete grid based on a box.

Image Source: Joyce Xu

Source: Rich feature hierarchies for accurate object detection and semantic segmentation

Latest Papers

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2020-03-17
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2019-11-27
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AI-based Pilgrim Detection using Convolutional Neural Networks
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2019-11-18
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Curriculum Self-Paced Learning for Cross-Domain Object Detection
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2019-11-15
Momentum Contrast for Unsupervised Visual Representation Learning
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2019-10-16
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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
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
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
An Accurate and Real-time Self-blast Glass Insulator Location Method Based On Faster R-CNN and U-net with Aerial Images
Zenan LingRobert C. QiuZhijian JinYuhang ZhangXing HeHaichun LiuLei Chu
2018-01-16
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
Multi-Channel CNN-based Object Detection for Enhanced Situation Awareness
Shuo LiuZheng Liu
2017-11-30
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
ContextLocNet: Context-Aware Deep Network Models for Weakly Supervised Localization
| Vadim KantorovMaxime OquabMinsu ChoIvan Laptev
2016-09-14
Edge Preserving and Multi-Scale Contextual Neural Network for Salient Object Detection
Xiang WangHuimin MaXiaozhi ChenShaodi You
2016-08-29
Is Faster R-CNN Doing Well for Pedestrian Detection?
Liliang ZhangLiang LinXiaodan LiangKaiming He
2016-07-24
End-to-end training of object class detectors for mean average precision
Paul HendersonVittorio Ferrari
2016-07-12
Face Detection with the Faster R-CNN
| Huaizu JiangErik Learned-Miller
2016-06-10
Adversarial Feature Learning
| Jeff DonahuePhilipp KrähenbühlTrevor Darrell
2016-05-31
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
A MultiPath Network for Object Detection
| Sergey ZagoruykoAdam LererTsung-Yi LinPedro O. PinheiroSam GrossSoumith ChintalaPiotr Dollár
2016-04-07
Adaptive Object Detection Using Adjacency and Zoom Prediction
| Yongxi LuTara JavidiSvetlana Lazebnik
2015-12-24
You Only Look Once: Unified, Real-Time Object Detection
| Joseph RedmonSantosh DivvalaRoss GirshickAli Farhadi
2015-06-08
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
| Shaoqing RenKaiming HeRoss GirshickJian Sun
2015-06-04
Accelerating Very Deep Convolutional Networks for Classification and Detection
Xiangyu ZhangJianhua ZouKaiming HeJian Sun
2015-05-26
Fast R-CNN
| Ross Girshick
2015-04-30
Object Detection Networks on Convolutional Feature Maps
Shaoqing RenKaiming HeRoss GirshickXiangyu ZhangJian Sun
2015-04-23
What makes for effective detection proposals?
Jan HosangRodrigo BenensonPiotr DollárBernt Schiele
2015-02-17

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