Interaction-based Human Motion Analysis
EPSRC First Grant Scheme
Funding Source: The Engineering and Physical Sciences Research Council, UK
Reference Number: EP/M002632/1
Value: £123,819
2014 - 2016
Reference Number: EP/M002632/1
Value: £123,819
2014 - 2016
About the Project
- Official project report on UK Research and Innovation.
- Researched interaction features for modelling human-human and human-environment interactions.
- Supported 1 Post-Doctoral Research Fellows (Dr Lining Zhang) for 18 months.
People
- Prof. Hubert P. H. Shum - Principal Investigator
- Dr Lining Zhang - Post-Doctoral Research Fellow
- Elaine Taylor-Whilde - Industrial Partner
- Kevin Anderson - Industrial Partner
Organizations
- Nine Health CIC - Project Partner
- Cadence Performance - Project Partner
- Kinesio UK - Project Partner
YouTube
Publications
Interaction-Based Human Activity Comparison REF 2021 Submitted Output Impact Factor: 4.7† Top 25% Journal in Computer Science, Software Engineering† Citation: 30#
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2020
Yijun Shen, Longzhi Yang, Edmond S. L. Ho and Hubert P. H. Shum
Topics: Motion Analysis, Interaction Modelling, Action Recognition, Datasets
Webpage Cite This Plain Text
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2020
Yijun Shen, Longzhi Yang, Edmond S. L. Ho and Hubert P. H. Shum
Topics: Motion Analysis, Interaction Modelling, Action Recognition, Datasets
Webpage Cite This Plain Text
Yijun Shen, Longzhi Yang, Edmond S. L. Ho and Hubert P. H. Shum, "Interaction-Based Human Activity Comparison," IEEE Transactions on Visualization and Computer Graphics, vol. 26, no. 8, pp. 115673-115684, IEEE, 2020.
Bibtex @article{shen20interaction,
author={Shen, Yijun and Yang, Longzhi and Ho, Edmond S. L. and Shum, Hubert P. H.},
journal={IEEE Transactions on Visualization and Computer Graphics},
title={Interaction-Based Human Activity Comparison},
year={2020},
volume={26},
number={8},
pages={115673--115684},
numpages={14},
doi={10.1109/TVCG.2019.2893247},
publisher={IEEE},
}
RIS author={Shen, Yijun and Yang, Longzhi and Ho, Edmond S. L. and Shum, Hubert P. H.},
journal={IEEE Transactions on Visualization and Computer Graphics},
title={Interaction-Based Human Activity Comparison},
year={2020},
volume={26},
number={8},
pages={115673--115684},
numpages={14},
doi={10.1109/TVCG.2019.2893247},
publisher={IEEE},
}
TY - JOUR
AU - Shen, Yijun
AU - Yang, Longzhi
AU - Ho, Edmond S. L.
AU - Shum, Hubert P. H.
T2 - IEEE Transactions on Visualization and Computer Graphics
TI - Interaction-Based Human Activity Comparison
PY - 2020
VL - 26
IS - 8
SP - 115673
EP - 115684
DO - 10.1109/TVCG.2019.2893247
PB - IEEE
ER -
Paper Dataset GitHub YouTubeAU - Shen, Yijun
AU - Yang, Longzhi
AU - Ho, Edmond S. L.
AU - Shum, Hubert P. H.
T2 - IEEE Transactions on Visualization and Computer Graphics
TI - Interaction-Based Human Activity Comparison
PY - 2020
VL - 26
IS - 8
SP - 115673
EP - 115684
DO - 10.1109/TVCG.2019.2893247
PB - IEEE
ER -
Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait REF 2021 Submitted Output Impact Factor: 4.8† Citation: 29#
IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2018
Worasak Rueangsirarak, Jingtian Zhang, Nauman Aslam and Hubert P. H. Shum
Topics: Biomedical Engineering, Motion Analysis, Datasets, Healthcare Diagnosis, Responsible AI
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IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 2018
Worasak Rueangsirarak, Jingtian Zhang, Nauman Aslam and Hubert P. H. Shum
Topics: Biomedical Engineering, Motion Analysis, Datasets, Healthcare Diagnosis, Responsible AI
Webpage Cite This Plain Text
Worasak Rueangsirarak, Jingtian Zhang, Nauman Aslam and Hubert P. H. Shum, "Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait," IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 26, no. 12, pp. 2387-2396, IEEE, 2018.
Bibtex @article{rueangsirarak18automatic,
author={Rueangsirarak, Worasak and Zhang, Jingtian and Aslam, Nauman and Shum, Hubert P. H.},
journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering},
title={Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait},
year={2018},
volume={26},
number={12},
pages={2387--2396},
numpages={10},
doi={10.1109/TNSRE.2018.2880871},
issn={1534-4320},
publisher={IEEE},
}
RIS author={Rueangsirarak, Worasak and Zhang, Jingtian and Aslam, Nauman and Shum, Hubert P. H.},
journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering},
title={Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait},
year={2018},
volume={26},
number={12},
pages={2387--2396},
numpages={10},
doi={10.1109/TNSRE.2018.2880871},
issn={1534-4320},
publisher={IEEE},
}
TY - JOUR
AU - Rueangsirarak, Worasak
AU - Zhang, Jingtian
AU - Aslam, Nauman
AU - Shum, Hubert P. H.
T2 - IEEE Transactions on Neural Systems and Rehabilitation Engineering
TI - Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait
PY - 2018
VL - 26
IS - 12
SP - 2387
EP - 2396
DO - 10.1109/TNSRE.2018.2880871
SN - 1534-4320
PB - IEEE
ER -
Paper Dataset GitHubAU - Rueangsirarak, Worasak
AU - Zhang, Jingtian
AU - Aslam, Nauman
AU - Shum, Hubert P. H.
T2 - IEEE Transactions on Neural Systems and Rehabilitation Engineering
TI - Automatic Musculoskeletal and Neurological Disorder Diagnosis with Relative Joint Displacement from Human Gait
PY - 2018
VL - 26
IS - 12
SP - 2387
EP - 2396
DO - 10.1109/TNSRE.2018.2880871
SN - 1534-4320
PB - IEEE
ER -
Coordinated Crowd Simulation with Topological Scene Analysis Impact Factor: 2.7† Citation: 31#
Computer Graphics Forum (CGF), 2016
Adam Barnett, Hubert P. H. Shum and Taku Komura
Topics: Crowd Modelling
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Computer Graphics Forum (CGF), 2016
Adam Barnett, Hubert P. H. Shum and Taku Komura
Topics: Crowd Modelling
Webpage Cite This Plain Text
Adam Barnett, Hubert P. H. Shum and Taku Komura, "Coordinated Crowd Simulation with Topological Scene Analysis," Computer Graphics Forum, vol. 35, no. 6, pp. 120-132, John Wiley and Sons Ltd., 2016.
Bibtex @article{barnett16coordinated,
author={Barnett, Adam and Shum, Hubert P. H. and Komura, Taku},
journal={Computer Graphics Forum},
title={Coordinated Crowd Simulation with Topological Scene Analysis},
year={2016},
volume={35},
number={6},
pages={120--132},
numpages={13},
doi={10.1111/cgf.12735},
issn={1467-8659},
publisher={John Wiley and Sons Ltd.},
Address={Chichester, UK},
}
RIS author={Barnett, Adam and Shum, Hubert P. H. and Komura, Taku},
journal={Computer Graphics Forum},
title={Coordinated Crowd Simulation with Topological Scene Analysis},
year={2016},
volume={35},
number={6},
pages={120--132},
numpages={13},
doi={10.1111/cgf.12735},
issn={1467-8659},
publisher={John Wiley and Sons Ltd.},
Address={Chichester, UK},
}
TY - JOUR
AU - Barnett, Adam
AU - Shum, Hubert P. H.
AU - Komura, Taku
T2 - Computer Graphics Forum
TI - Coordinated Crowd Simulation with Topological Scene Analysis
PY - 2016
VL - 35
IS - 6
SP - 120
EP - 132
DO - 10.1111/cgf.12735
SN - 1467-8659
PB - John Wiley and Sons Ltd.
ER -
Paper YouTubeAU - Barnett, Adam
AU - Shum, Hubert P. H.
AU - Komura, Taku
T2 - Computer Graphics Forum
TI - Coordinated Crowd Simulation with Topological Scene Analysis
PY - 2016
VL - 35
IS - 6
SP - 120
EP - 132
DO - 10.1111/cgf.12735
SN - 1467-8659
PB - John Wiley and Sons Ltd.
ER -
Kinect Posture Reconstruction Based on a Local Mixture of Gaussian Process Models REF 2021 Submitted Output Impact Factor: 4.7† Top 25% Journal in Computer Science, Software Engineering† Citation: 67#
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2016
Zhiguang Liu, Liuyang Zhou, Howard Leung and Hubert P. H. Shum
Topics: 3D Reconstruction
Webpage Cite This Plain Text
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2016
Zhiguang Liu, Liuyang Zhou, Howard Leung and Hubert P. H. Shum
Topics: 3D Reconstruction
Webpage Cite This Plain Text
Zhiguang Liu, Liuyang Zhou, Howard Leung and Hubert P. H. Shum, "Kinect Posture Reconstruction Based on a Local Mixture of Gaussian Process Models," IEEE Transactions on Visualization and Computer Graphics, vol. 22, no. 11, pp. 2437-2450, IEEE, Nov 2016.
Bibtex @article{liu16kinect,
author={Liu, Zhiguang and Zhou, Liuyang and Leung, Howard and Shum, Hubert P. H.},
journal={IEEE Transactions on Visualization and Computer Graphics},
title={Kinect Posture Reconstruction Based on a Local Mixture of Gaussian Process Models},
year={2016},
month={11},
volume={22},
number={11},
pages={2437-2450},
numpages={14},
doi={10.1109/TVCG.2015.2510000},
issn={1077-2626},
publisher={IEEE},
}
RIS author={Liu, Zhiguang and Zhou, Liuyang and Leung, Howard and Shum, Hubert P. H.},
journal={IEEE Transactions on Visualization and Computer Graphics},
title={Kinect Posture Reconstruction Based on a Local Mixture of Gaussian Process Models},
year={2016},
month={11},
volume={22},
number={11},
pages={2437-2450},
numpages={14},
doi={10.1109/TVCG.2015.2510000},
issn={1077-2626},
publisher={IEEE},
}
TY - JOUR
AU - Liu, Zhiguang
AU - Zhou, Liuyang
AU - Leung, Howard
AU - Shum, Hubert P. H.
T2 - IEEE Transactions on Visualization and Computer Graphics
TI - Kinect Posture Reconstruction Based on a Local Mixture of Gaussian Process Models
PY - 2016
Y1 - 11 2016
VL - 22
IS - 11
SP - 2437-2450
EP - 2437-2450
DO - 10.1109/TVCG.2015.2510000
SN - 1077-2626
PB - IEEE
ER -
Paper YouTubeAU - Liu, Zhiguang
AU - Zhou, Liuyang
AU - Leung, Howard
AU - Shum, Hubert P. H.
T2 - IEEE Transactions on Visualization and Computer Graphics
TI - Kinect Posture Reconstruction Based on a Local Mixture of Gaussian Process Models
PY - 2016
Y1 - 11 2016
VL - 22
IS - 11
SP - 2437-2450
EP - 2437-2450
DO - 10.1109/TVCG.2015.2510000
SN - 1077-2626
PB - IEEE
ER -
Improving Posture Classification Accuracy for Depth Sensor-Based Human Activity Monitoring in Smart Environments Impact Factor: 4.3† Citation: 98#
Computer Vision and Image Understanding (CVIU), 2016
Edmond S. L. Ho, Jacky C. P. Chan, Donald C. K. Chan, Hubert P. H. Shum, Yiu-ming Cheung and P. C. Yuen
Topics: Action Recognition
Webpage Cite This Plain Text
Computer Vision and Image Understanding (CVIU), 2016
Edmond S. L. Ho, Jacky C. P. Chan, Donald C. K. Chan, Hubert P. H. Shum, Yiu-ming Cheung and P. C. Yuen
Topics: Action Recognition
Webpage Cite This Plain Text
Edmond S. L. Ho, Jacky C. P. Chan, Donald C. K. Chan, Hubert P. H. Shum, Yiu-ming Cheung and P. C. Yuen, "Improving Posture Classification Accuracy for Depth Sensor-Based Human Activity Monitoring in Smart Environments," Computer Vision and Image Understanding, vol. 148, pp. 97-110, Elsevier, Jul 2016.
Bibtex @article{ho16improving,
author={Ho, Edmond S. L. and Chan, Jacky C. P. and Chan, Donald C. K. and Shum, Hubert P. H. and Cheung, Yiu-ming and Yuen, P. C.},
journal={Computer Vision and Image Understanding},
title={Improving Posture Classification Accuracy for Depth Sensor-Based Human Activity Monitoring in Smart Environments},
year={2016},
month={7},
volume={148},
pages={97--110},
numpages={14},
doi={10.1016/j.cviu.2015.12.011},
issn={1077-3142},
publisher={Elsevier},
}
RIS author={Ho, Edmond S. L. and Chan, Jacky C. P. and Chan, Donald C. K. and Shum, Hubert P. H. and Cheung, Yiu-ming and Yuen, P. C.},
journal={Computer Vision and Image Understanding},
title={Improving Posture Classification Accuracy for Depth Sensor-Based Human Activity Monitoring in Smart Environments},
year={2016},
month={7},
volume={148},
pages={97--110},
numpages={14},
doi={10.1016/j.cviu.2015.12.011},
issn={1077-3142},
publisher={Elsevier},
}
TY - JOUR
AU - Ho, Edmond S. L.
AU - Chan, Jacky C. P.
AU - Chan, Donald C. K.
AU - Shum, Hubert P. H.
AU - Cheung, Yiu-ming
AU - Yuen, P. C.
T2 - Computer Vision and Image Understanding
TI - Improving Posture Classification Accuracy for Depth Sensor-Based Human Activity Monitoring in Smart Environments
PY - 2016
Y1 - 7 2016
VL - 148
SP - 97
EP - 110
DO - 10.1016/j.cviu.2015.12.011
SN - 1077-3142
PB - Elsevier
ER -
PaperAU - Ho, Edmond S. L.
AU - Chan, Jacky C. P.
AU - Chan, Donald C. K.
AU - Shum, Hubert P. H.
AU - Cheung, Yiu-ming
AU - Yuen, P. C.
T2 - Computer Vision and Image Understanding
TI - Improving Posture Classification Accuracy for Depth Sensor-Based Human Activity Monitoring in Smart Environments
PY - 2016
Y1 - 7 2016
VL - 148
SP - 97
EP - 110
DO - 10.1016/j.cviu.2015.12.011
SN - 1077-3142
PB - Elsevier
ER -
Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions Impact Factor: 3.1† Top 25% Journal in Ergonomics† Citation: 308#
Applied Ergonomics (AE), 2017
Pierre Plantard, Hubert P. H. Shum, Anne-Sophie Le Pierres and Franck Multon
Topics: Motion Analysis
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Applied Ergonomics (AE), 2017
Pierre Plantard, Hubert P. H. Shum, Anne-Sophie Le Pierres and Franck Multon
Topics: Motion Analysis
Webpage Cite This Plain Text
Pierre Plantard, Hubert P. H. Shum, Anne-Sophie Le Pierres and Franck Multon, "Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions," Applied Ergonomics, vol. 65, no. Supplement C, pp. 562-569, Elsevier, 2017.
Bibtex @article{plantard16validation,
author={Plantard, Pierre and Shum, Hubert P. H. and Pierres, Anne-Sophie Le and Multon, Franck},
journal={Applied Ergonomics},
title={Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions},
year={2017},
volume={65},
number={Supplement C},
pages={562--569},
numpages={8},
doi={10.1016/j.apergo.2016.10.015},
issn={0003-6870},
publisher={Elsevier},
}
RIS author={Plantard, Pierre and Shum, Hubert P. H. and Pierres, Anne-Sophie Le and Multon, Franck},
journal={Applied Ergonomics},
title={Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions},
year={2017},
volume={65},
number={Supplement C},
pages={562--569},
numpages={8},
doi={10.1016/j.apergo.2016.10.015},
issn={0003-6870},
publisher={Elsevier},
}
TY - JOUR
AU - Plantard, Pierre
AU - Shum, Hubert P. H.
AU - Pierres, Anne-Sophie Le
AU - Multon, Franck
T2 - Applied Ergonomics
TI - Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions
PY - 2017
VL - 65
IS - Supplement C
SP - 562
EP - 569
DO - 10.1016/j.apergo.2016.10.015
SN - 0003-6870
PB - Elsevier
ER -
PaperAU - Plantard, Pierre
AU - Shum, Hubert P. H.
AU - Pierres, Anne-Sophie Le
AU - Multon, Franck
T2 - Applied Ergonomics
TI - Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions
PY - 2017
VL - 65
IS - Supplement C
SP - 562
EP - 569
DO - 10.1016/j.apergo.2016.10.015
SN - 0003-6870
PB - Elsevier
ER -
Discriminative Semantic Subspace Analysis for Relevance Feedback REF 2021 Submitted Output Impact Factor: 10.8† Top 10% Journal in Computer Science, Artificial Intelligence† Citation: 36#
IEEE Transactions on Image Processing (TIP), 2016
Lining Zhang, Hubert P. H. Shum and Ling Shao
Topics:
Webpage Cite This Plain Text
IEEE Transactions on Image Processing (TIP), 2016
Lining Zhang, Hubert P. H. Shum and Ling Shao
Topics:
Webpage Cite This Plain Text
Lining Zhang, Hubert P. H. Shum and Ling Shao, "Discriminative Semantic Subspace Analysis for Relevance Feedback," IEEE Transactions on Image Processing, vol. 25, no. 3, pp. 1275-1287, IEEE, Mar 2016.
Bibtex @article{zhang16discriminative,
author={Zhang, Lining and Shum, Hubert P. H. and Shao, Ling},
journal={IEEE Transactions on Image Processing},
title={Discriminative Semantic Subspace Analysis for Relevance Feedback},
year={2016},
month={3},
volume={25},
number={3},
pages={1275--1287},
numpages={13},
doi={10.1109/TIP.2016.2516947},
issn={1057-7149},
publisher={IEEE},
}
RIS author={Zhang, Lining and Shum, Hubert P. H. and Shao, Ling},
journal={IEEE Transactions on Image Processing},
title={Discriminative Semantic Subspace Analysis for Relevance Feedback},
year={2016},
month={3},
volume={25},
number={3},
pages={1275--1287},
numpages={13},
doi={10.1109/TIP.2016.2516947},
issn={1057-7149},
publisher={IEEE},
}
TY - JOUR
AU - Zhang, Lining
AU - Shum, Hubert P. H.
AU - Shao, Ling
T2 - IEEE Transactions on Image Processing
TI - Discriminative Semantic Subspace Analysis for Relevance Feedback
PY - 2016
Y1 - 3 2016
VL - 25
IS - 3
SP - 1275
EP - 1287
DO - 10.1109/TIP.2016.2516947
SN - 1057-7149
PB - IEEE
ER -
PaperAU - Zhang, Lining
AU - Shum, Hubert P. H.
AU - Shao, Ling
T2 - IEEE Transactions on Image Processing
TI - Discriminative Semantic Subspace Analysis for Relevance Feedback
PY - 2016
Y1 - 3 2016
VL - 25
IS - 3
SP - 1275
EP - 1287
DO - 10.1109/TIP.2016.2516947
SN - 1057-7149
PB - IEEE
ER -
Action Recognition from Arbitrary Views Using Transferable Dictionary Learning REF 2021 Submitted Output Impact Factor: 10.8† Top 10% Journal in Computer Science, Artificial Intelligence† Citation: 69#
IEEE Transactions on Image Processing (TIP), 2018
Jingtian Zhang, Hubert P. H. Shum, Jungong Han and Ling Shao
Topics: Action Recognition, Datasets
Webpage Cite This Plain Text
IEEE Transactions on Image Processing (TIP), 2018
Jingtian Zhang, Hubert P. H. Shum, Jungong Han and Ling Shao
Topics: Action Recognition, Datasets
Webpage Cite This Plain Text
Jingtian Zhang, Hubert P. H. Shum, Jungong Han and Ling Shao, "Action Recognition from Arbitrary Views Using Transferable Dictionary Learning," IEEE Transactions on Image Processing, vol. 27, no. 10, pp. 4709-4723, IEEE, 2018.
Bibtex @article{zhang18arbitrary,
author={Zhang, Jingtian and Shum, Hubert P. H. and Han, Jungong and Shao, Ling},
journal={IEEE Transactions on Image Processing},
title={Action Recognition from Arbitrary Views Using Transferable Dictionary Learning},
year={2018},
volume={27},
number={10},
pages={4709--4723},
numpages={15},
doi={10.1109/TIP.2018.2836323},
issn={1057-7149},
publisher={IEEE},
}
RIS author={Zhang, Jingtian and Shum, Hubert P. H. and Han, Jungong and Shao, Ling},
journal={IEEE Transactions on Image Processing},
title={Action Recognition from Arbitrary Views Using Transferable Dictionary Learning},
year={2018},
volume={27},
number={10},
pages={4709--4723},
numpages={15},
doi={10.1109/TIP.2018.2836323},
issn={1057-7149},
publisher={IEEE},
}
TY - JOUR
AU - Zhang, Jingtian
AU - Shum, Hubert P. H.
AU - Han, Jungong
AU - Shao, Ling
T2 - IEEE Transactions on Image Processing
TI - Action Recognition from Arbitrary Views Using Transferable Dictionary Learning
PY - 2018
VL - 27
IS - 10
SP - 4709
EP - 4723
DO - 10.1109/TIP.2018.2836323
SN - 1057-7149
PB - IEEE
ER -
Paper DatasetAU - Zhang, Jingtian
AU - Shum, Hubert P. H.
AU - Han, Jungong
AU - Shao, Ling
T2 - IEEE Transactions on Image Processing
TI - Action Recognition from Arbitrary Views Using Transferable Dictionary Learning
PY - 2018
VL - 27
IS - 10
SP - 4709
EP - 4723
DO - 10.1109/TIP.2018.2836323
SN - 1057-7149
PB - IEEE
ER -
Manifold Regularized Experimental Design for Active Learning REF 2021 Submitted Output Impact Factor: 10.8† Top 10% Journal in Computer Science, Artificial Intelligence†
IEEE Transactions on Image Processing (TIP), 2017
Lining Zhang, Hubert P. H. Shum and Ling Shao
Topics:
Webpage Cite This Plain Text
IEEE Transactions on Image Processing (TIP), 2017
Lining Zhang, Hubert P. H. Shum and Ling Shao
Topics:
Webpage Cite This Plain Text
Lining Zhang, Hubert P. H. Shum and Ling Shao, "Manifold Regularized Experimental Design for Active Learning," IEEE Transactions on Image Processing, vol. 26, no. 2, pp. 969-981, IEEE, Feb 2017.
Bibtex @article{zhang17manifold,
author={Zhang, Lining and Shum, Hubert P. H. and Shao, Ling},
journal={IEEE Transactions on Image Processing},
title={Manifold Regularized Experimental Design for Active Learning},
year={2017},
month={2},
volume={26},
number={2},
pages={969--981},
numpages={14},
doi={10.1109/TIP.2016.2635440},
issn={1057-7149},
publisher={IEEE},
}
RIS author={Zhang, Lining and Shum, Hubert P. H. and Shao, Ling},
journal={IEEE Transactions on Image Processing},
title={Manifold Regularized Experimental Design for Active Learning},
year={2017},
month={2},
volume={26},
number={2},
pages={969--981},
numpages={14},
doi={10.1109/TIP.2016.2635440},
issn={1057-7149},
publisher={IEEE},
}
TY - JOUR
AU - Zhang, Lining
AU - Shum, Hubert P. H.
AU - Shao, Ling
T2 - IEEE Transactions on Image Processing
TI - Manifold Regularized Experimental Design for Active Learning
PY - 2017
Y1 - 2 2017
VL - 26
IS - 2
SP - 969
EP - 981
DO - 10.1109/TIP.2016.2635440
SN - 1057-7149
PB - IEEE
ER -
PaperAU - Zhang, Lining
AU - Shum, Hubert P. H.
AU - Shao, Ling
T2 - IEEE Transactions on Image Processing
TI - Manifold Regularized Experimental Design for Active Learning
PY - 2017
Y1 - 2 2017
VL - 26
IS - 2
SP - 969
EP - 981
DO - 10.1109/TIP.2016.2635440
SN - 1057-7149
PB - IEEE
ER -