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Yin Li, Miao Liu, James M. Rehg
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[Produkin-etal2018] Deep Directional Statistics: Pose Estimation with Uncertainty Quantification. [PDF]
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Eunji Chong and Nataniel Ruiz and Yongxin Wang and Yun Zhang and Agata Rozga and James Rehg
[Park-etal2018] Deep Pictorial Gaze Estimation. [PDF]
Seonwook Park and Adrian Spurr and Otmar Hilliges
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Yanyu Xu, Yanbing Dong, Junru Wu, Zhengzhong Sun, Zhiru Shi, Jingyi Yu, Shenghua Gao
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Tiantian Wang, Ali Borji, Lihe Zhang, Pingping Zhang, Huchuan Lu
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Pingping Zhang, Dong Wang, Huchuan Lu, Hongyu Wang, Baocai Yin
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Pingping Zhang, Dong Wang, Huchuan Lu, Hongyu Wang, Xiang Ruan
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Lei Zhu, Haibin Ling, Jin Wu, Huiping Deng, Jin Liu
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George Leifman, Dmitry Rudoy, Tristan Swedish, Eduardo Bayro-Corrochano, Ramesh Raskar
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Kang Wang, Qiang Ji
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Adria Recasens and Carl Vondrick and Aditya Khosla and Antonio Torralba
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Lijun Wang, Huchuan Lu, Yifan Wang, Mengyang Feng, Dong Wang, Baocai Yin, Xiang Ruan
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Changqun Xia, Jia Li, Xiaowu Chen, Anlin Zheng, Yu Zhang
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Qibin Hou, Ming-Ming Cheng, Xiaowei Hu, Ali Borji, Zhuowen Tu, Philip H. S. Torr
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Guanbin Li, Yuan Xie, Liang Lin, Yizhou Yu
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Ping Hu, Bing Shuai, Jun Liu, Gang Wang
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Hamed R. Tavakoli, Fawad Ahmed, Ali Borji, Jorma Laaksonen
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Nour Karessli, Zeynep Akata, Bernt Schiele, Andreas Bulling
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Mengmi Zhang, Keng Teck Ma, Joo Hwee Lim, Qi Zhao, Jiashi Feng
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Xucong Zhang and Yusuke Sugano and Mario Fritz and Andreas Bulling
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Xucong Zhang and Yusuke Sugano and Andreas Bulling
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Kim, Jongpil, and Vladimir Pavlovic
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Wang, Linzhao, Lijun Wang, Huchuan Lu, Pingping Zhang
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Tang, Youbao, and Xiangqian Wu
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Kong, Yuqiu, Lijun Wang, Xiuping Liu, Huchuan Lu, and Xiang Ruan
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Mahendran, Aravindh, and Andrea Vedaldi
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Kyle Krafka and Aditya Khosla and Petr Kellnhofer and Harini Kannan and Suchendra Bhandarkar and Wojciech Matusik and Antonio Torralba
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Pei Yu and Jiahuan Zhou and Ying Wu
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[Volokitin-etal2016] Predicting When Saliency Maps Are Accurate and Eye Fixations Consistent. [PDF]
Anna Volokitin, Michael Gygli, Xavier Boix
[Kuen-etal2016] Recurrent Attentional Networks for Saliency Detection. [PDF]
Jason Kuen, Zhenhua Wang, Gang Wang
[Cholakkal-etal2016] Backtracking ScSPM Image Classifier for Weakly Supervised Top-Down Saliency. [PDF]
Hisham Cholakkal, Jubin Johnson, Deepu Rajan
[He-Lau2016] Exemplar-Driven Top-Down Saliency Detection via Deep Association. [PDF]
Shengfeng He, Rynson W.H. Lau
[Zhang-etal2016] Unconstrained Salient Object Detection via Proposal Subset Optimization. [PDF]
Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price, Radomir Mech
[Jetley-etal2016] End-To-End Saliency Mapping via Probability Distribution Prediction. [PDF]
Saumya Jetley, Naila Murray, Eleonora Vig
[Bruce-etal2016] A Deeper Look at Saliency: Feature Contrast, Semantics, and Beyond. [PDF]
Neil D. B. Bruce, Christopher Catton, Sasa Janjic
[Wloka-Tsotsos2016] Spatially Binned ROC: A Comprehensive Saliency Metric. [PDF]
Calden Wloka, John Tsotsos
[Pan-etal2016] Shallow and Deep Convolutional Networks for Saliency Prediction. [PDF]
Junting Pan, Elisa Sayrol, Xavier Giro-i-Nieto, Kevin McGuinness, Noel E. O'Connor
[Lee-etal2016] Deep Saliency With Encoded Low Level Distance Map and High Level Features. [PDF]
Gayoung Lee, Yu-Wing Tai, Junmo Kim
[Liu-Han2016] DHSNet: Deep Hierarchical Saliency Network for Salient Object Detection. [PDF]
Nian Liu, Junwei Han
[Tu-etal2016] Real-Time Salient Object Detection With a Minimum Spanning Tree. [PDF]
Wei-Chih Tu, Shengfeng He, Qingxiong Yang, Shao-Yi Chien
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David Feng, Nick Barnes, Shaodi You, Chris McCarthy
[Jeni-Cohn2016 CVPRW] Person-Independent 3D Gaze Estimation Using Face Frontalization. [PDF]
Laszlo A. Jeni and Jeffrey F. Cohn
[Wood-etal2016 ETRA] Learning an appearance-based gaze estimator from one million synthesised images. [PDF]
Erroll Wood and Tadas Baltrušaitis and Louis-Philippe Morency and Peter Robinson and Andreas Bulling
[Tonsen-etal2016 ETRA] Labelled pupils in the wild: a dataset for studying pupil detection in unconstrained environments. [PDF]
Marc Tonsen and Xucong Zhang and Yusuke Sugano and Andreas Bulling
[Ghiass-Arandjelovic2016 IJCAI] Highly accurate gaze estimation using a consumer RGB-depth sensor. [PDF]
Reza Shoja Ghiass and Ognjen Arandjelovic
[Wood-etal2015] Rendering of Eyes for Eye-Shape Registration and Gaze Estimation. [PDF]
Erroll Wood and Tadas Baltruaitis and Xucong Zhang and Yusuke Sugano and Peter Robinson and Andreas Bullingo
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Xucong Zhang and Yusuke Sugano and Mario Fritz and Andreas Bulling
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Kenneth Alberto Funes Mora and Florent Monay and Jean-Marc Odobez
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Dario Cazzato and Marco Leo and Paolo Spagnolo and Cosimo Distante
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Timo Schneider and Boris Schauerte and Rainer Stiefelhagen
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[Cristani-etal2011 BMVC] Social interaction discovery by statistical analysis of F-formations. [PDF]
Marco Cristani and Loris Bazzani and Giulia Paggetti and Andrea Fossati and Diego Tosato and Alessio Del Bue and Gloria Menegaz and Vittorio Murino
[Hansen-etal2010 ETRA] Homography normalization for robust gaze estimation in uncalibrated setups. [PDF]
Dan Witzner Hansen and Javier San Agustin and Arantxa Villanueva
[Sewell-Komogortsev2010 HFCS] Real-time eye gaze tracking with an unmodified commodity webcam employing a neural network. [PDF]
Weston Sewell and Oleg Komogortsev
[Yamazoe-etal2008 ETRA] Remote gaze estimation with a single camera based on facial-feature tracking without special calibration actions. [PDF]
Hirotake Yamazoe and Akira Utsumi and Tomoko Yonezawa and Shinji Abe
[Chen-Ji2008 ICPR] 3D gaze estimation with a single camera without IR illumination. [PDF]
Jixu Chen and Qiang Ji
[Hennessey-etal2006 ETRA] A single camera eye-gaze tracking system with free head motion. [PDF]
Craig Hennessey and Borna Noureddin and Peter Lawrence
[Li-etal2006 ETRA] openEyes: a low-cost head-mounted eye-tracking solution. [PDF]
Dongheng Li and Jason Babcock and Derrick J. Parkhurst
[Zhu-etal2006 ICPR] Nonlinear Eye Gaze Mapping Function Estimation via Support Vector Regression. [PDF]
Zhiwei Zhu and Qiang Ji and K.P. Bennett
[Hansen-etal2004 ETRA] Gaze typing compared with input by head and hand. [PDF]
John Paulin Hansen and Kristian Torning and Anders Sewerin Johansen and Kenji Itoh and Hirotaka Aoki
[Tan-etal2002 WACV] Appearance-based eye gaze estimation. [PDF]
Kar-Han Tan and D.J. Kriegman and N. Ahuja
[Morimoto-etal2002 ICPR] Detecting eye position and gaze from a single camera and 2 light sources. [PDF]
C.H. Morimoto and A. Amir and M. Flickner
[Xu-etal1998 BMVC] A Novel Approach to Real-time Non-intrusive Gaze Finding. [PDF]
L.-Q. Xu and D. Machin and P. Sheppard
[Baluja-Pomerleau1994 NIPS] Non-Intrusive Gaze Tracking Using Artificial Neural Networks. [PDF]
Shumeet Baluja and Dean Pomerleau
[Xu-etal2018] Interact as You Intend: Intention-Driven Human-Object Interaction Detection. [PDF]
Bingjie Xu and Junnan Li and Yongkang Wong and Mohan S. Kankanhalli and Qi Zhao
[Xu-etal2015] TurkerGaze: Crowdsourcing Saliency with Webcam based Eye Tracking. [PDF]
Pingmei Xu and Krista A Ehinger and Yinda Zhang and Adam Finkelstein and Sanjeev R. Kulkarni and Jianxiong Xiao
[Gao-etal2014] When Computer Vision Gazes at Cognition. [PDF]
Tao Gao and Daniel Harari and Joshua Tenenbaum and Shimon Ullman
Dataset |
RGB/ RGB-D |
Image type | Annotation type | #Images | Distance | Head pose annot. |
Gaze annot. |
Head pose orient. |
---|---|---|---|---|---|---|---|---|
BIWI | RGB-D | Camera frame | Head pose vector | ≈ 15.500 | 100cm | Y | N | All |
CMU Multi-Pie | RGB | Camera frame | 68 Facial landmarks | 755.370 | ≈ 300cm | Y | N | All |
Coffeebreak | RGB | Low res. face image | Head pose vector | 18.117 | Varying | Y | N | All |
Columbia | RGB | High res. camera image | Gaze vector | 5.880 | 200cm | 5 orient. | Y | Frontal |
Deep Head Pose | RGB-D | Camera frame | Head pose vector | 68.000 | ≈ 200-800cm | Y | N | All |
EYEDIAP | RGB-D | Face + eye patches | Gaze vector | ≈ 62.500 | 80-120cm | Y | Y | Frontal |
Gaze Capture | RGB | Face + eye patches | 2D pos on screen | > 2.5M | 80-120cm | Y | Y | Frontal |
ICT 3D Head pose | RGB-D | Camera frame | Head pose vector | 14.000 | ≈ 100cm | Y | N | All |
MPII Gaze | RGB | Face + eye patches | Gaze vector | 213.659 | 40-60cm | Y | Y | Frontal |
Rice TabletGaze | RGB | Tablet camera video | 2D pos on screen | ≈ 100.000 | 30-50cm | N | Y | Frontal |
RT-GENE | RGB-D | Face + eye patches | Gaze vector | 122.531 | 80-280cm | Y | Y | All |
SynthesEyes | RGB | Synthesized eye patches | Gaze vector | 11.382 | Varying | Y | Y | All |
UnityEyes | RGB | Synthesized eye patches | Gaze vector | 1M | Varying | Y | Y | All |
UT Multi-view | RGB | Eye area + eye patches | Gaze vector | 1.152.000 | 60cm | Y | Y | All |
Vernissage | RGB | (Robot) camera frame | Head pose vector | Unknown | Varying | Y | N | All |
BIWI: [Fanelli-etal2011 LNCS] Real Time Head Pose Estimation from Consumer Depth Cameras. [PDF]
Gabriele Fanelli and Thibaut Weise and Juergen Gall and Luc Van Gool
CMU Multi-Pie: [Gross-etal2008 AFGR] Multi-PIE. [PDF]
Ralph Gross and Iain Matthews and Jeffrey Cohn and Takeo Kanade and Simon Baker
Coffeebreak: [Cristani-etal2011 BMVC] Social interaction discovery by statistical analysis of F-formations. [PDF]
Marco Cristani and Loris Bazzani and Giulia Paggetti and Andrea Fossati and Diego Tosato and Alessio Del Bue and Gloria Menegaz and Vittorio Murino
Columbia: [Smith-etal2013 UIST] Gaze locking: passive eye contact detection for human-object interaction. [PDF]
Brian A. Smith and Qi Yin and Steven K. Feiner and Shree K. Nayar
Deep Head Pose: [Mukherjee-Robertson2015 TMM] Deep Head Pose: Gaze-Direction Estimation in Multimodal Video. [PDF]
Sankha S. Mukherjee and Neil Martin Robertson
EYEDIAP: [Mora-etal2014 ETRA] EYEDIAP: a database for the development and evaluation of gaze estimation algorithms from RGB and RGB-D cameras. [PDF]
Kenneth Alberto Funes Mora and Florent Monay and Jean-Marc Odobez
Gaze Capture: [Krafka-etal2016 CVPR] Eye Tracking for Everyone. [PDF]
Kyle Krafka and Aditya Khosla and Petr Kellnhofer and Harini Kannan and Suchendra Bhandarkar and Wojciech Matusik and Antonio Torralba
ICT 3D Head pose: [Baltrusaitis-etal2012 CVPR] 3D Constrained Local Model for rigid and non-rigid facial tracking. [PDF]
T. Baltrusaitis and P. Robinson and L. Morency
MPII Gaze: [Zhang-etal2017 CVPRW] It's Written All Over Your Face: Full-Face Appearance-Based Gaze Estimation. [PDF]
Xucong Zhang and Yusuke Sugano and Mario Fritz and Andreas Bulling
[Zhang-etal2015 CVPR] Appearance-based gaze estimation in the wild. [PDF]Xucong Zhang and Yusuke Sugano and Mario Fritz and Andreas Bulling
Rice TabletGaze: [Huang-etal2017 MVA] TabletGaze: dataset and analysis for unconstrained appearance-based gaze estimation in mobile tabletso. [PDF]
Qiong Huang and Ashok Veeraraghavan and Ashutosh Sabharwal
RT-GENE: [Fischer-etal2018 ECVV] RT-GENE: Real-Time Eye Gaze Estimation in Natural Environments. [PDF]
Tobias Fischer and Hyung Jin Chang and Yiannis Demiris
SynthesEyes: [Wood-etal2015 ICCV] Rendering of Eyes for Eye-Shape Registration and Gaze Estimation. [PDF]
Erroll Wood and Tadas Baltrušaitis and Xucong Zhang and Yusuke Sugano and Peter Robinson and Andreas Bulling
UnityEyes: [Wood-etal2016 ETRA] Learning an appearance-based gaze estimator from one million synthesised images. [PDF]
Erroll Wood and Tadas Baltrušaitis and Louis-Philippe Morency and Peter Robinson and Andreas Bulling
UT Multi-view: [Sugano-etal2014 CVPR] Learning-by-Synthesis for Appearance-Based 3D Gaze Estimation. [PDF]
Yusuke Sugano and Yasuyuki Matsushita and Yoichi Sato
Vernissage: [Jayagopi-etal2013 HRI] The vernissage corpus: A conversational Human-Robot-Interaction dataset. [PDF]
Dinesh Babu Jayagopi and Samira Sheiki and David Klotz and Johannes Wienke and Jean-Marc Odobez and Sebastien Wrede and Vasil Khalidov and Laurent Nyugen and Britta Wrede and Daniel Gatica-Perez