• 2795 Citations
  • 26 h-Index
1994 …2023
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Research Output 1994 2019

2019

Action-Stage Emphasized Spatiotemporal VLAD for Video Action Recognition

Tu, Z., Li, H., Zhang, D., Dauwels, J., Li, B. & Yuan, J., Jun 1 2019, In : IEEE Transactions on Image Processing. 28, 6, p. 2799-2812 14 p., 8600333.

Research output: Contribution to journalArticle

Sampling
Neural networks
Image recognition
Kinetics
Experiments
2 Citations (Scopus)

A survey of variational and CNN-based optical flow techniques

Tu, Z., Xie, W., Zhang, D., Poppe, R., Veltkamp, R. C., Li, B. & Yuan, J., Mar 1 2019, In : Signal Processing: Image Communication. 72, p. 9-24 16 p.

Research output: Contribution to journalArticle

Optical flows
Neural networks
Motion estimation
Computer vision
Image processing

Data-adaptive low-rank modeling and external gradient prior for single image super-resolution

Chang, K., Zhang, X., Ding, P. L. K. & Li, B., Aug 1 2019, In : Signal Processing. 161, p. 36-49 14 p.

Research output: Contribution to journalArticle

Optical resolving power
Image resolution
Pixels

Deep residual dense U-Net for resolution enhancement in accelerated MRI acquisition

Ding, P. L. K., Li, Z., Zhou, Y. & Li, B., Jan 1 2019, Medical Imaging 2019: Image Processing. Landman, B. A., Angelini, E. D., Angelini, E. D. & Angelini, E. D. (eds.). SPIE, 109490F. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10949).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

magnetic resonance
acquisition
Magnetic Resonance Imaging
learning
augmentation

Improving robustness of random forest under label noise

Zhou, X., Ding, P. L. K. & Li, B., Mar 4 2019, Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. Institute of Electrical and Electronics Engineers Inc., p. 950-958 9 p. 8658395. (Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Learning systems
Labeling
Computer vision
Experiments

Simultaneous Event Localization and Recognition in Surveillance Video

Li, Y., Yu, T. & Li, B., Feb 11 2019, Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance. Institute of Electrical and Electronics Engineers Inc., 8639169. (Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
2018
1 Citation (Scopus)

Are existing knowledge transfer techniques effective for deep learning with edge devices?

Sharma, R., Biookaghazadeh, S., Li, B. & Zhao, M., Sep 26 2018, Proceedings - 2018 IEEE International Conference on Edge Computing, EDGE 2018 - Part of the 2018 IEEE World Congress on Services. Institute of Electrical and Electronics Engineers Inc., p. 42-49 8 p. 8473375

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Knowledge Transfer
Students
Artificial intelligence
Learning systems
Artificial Intelligence
2 Citations (Scopus)

Convex dictionary learning for single image super-resolution

Ding, P. L. K., Li, B. & Chang, K., Feb 20 2018, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, Vol. 2017-September. p. 4058-4062 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Glossaries
Atoms
Learning algorithms
5 Citations (Scopus)

Efficient anomaly detection algorithms for summarizing low quality videos

Kwan, C., Zhou, J., Wang, Z. & Li, B., Jan 1 2018, Pattern Recognition and Tracking XXIX. SPIE, Vol. 10649. 1064906

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Video Quality
Anomaly Detection
anomalies
Saliency
software development tools

Generalizing graph matching beyond quadratic assignment model

Yu, T., Yan, J., Wang, Y., Liu, W. & Li, B., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 853-863 11 p.

Research output: Contribution to journalConference article

Incremental multi-graph matching via diversity and randomness based graph clustering

Yu, T., Yan, J., Liu, W. & Li, B., Jan 1 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Weiss, Y. & Hebert, M. (eds.). Springer Verlag, p. 142-158 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11217 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Graph Clustering
Graph Matching
Multigraph
Set theory
Randomness
1 Citation (Scopus)

Joint Cuts and Matching of Partitions in One Graph

Yu, T., Yan, J., Zhao, J. & Li, B., Dec 14 2018, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE Computer Society, p. 705-713 9 p. 8578178. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

18 Citations (Scopus)

Multi-stream CNN: Learning representations based on human-related regions for action recognition

Tu, Z., Xie, W., Qin, Q., Poppe, R., Veltkamp, R. C., Li, B. & Yuan, J., Jul 1 2018, In : Pattern Recognition. 79, p. 32-43 12 p.

Research output: Contribution to journalArticle

Neural networks
Network architecture
Sports

Recognizing plans by learning embeddings from observed action distributions

Zha, Y., Li, Y., Gopalakrishnan, S., Li, B. & Kambhampati, S., Jan 1 2018, 17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), Vol. 3. p. 2153-2155 3 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Uncertainty
2 Citations (Scopus)

Semantic Cues Enhanced Multi-modality Multi-Stream CNN for Action Recognition

Tu, Z., Xie, W., Dauwels, J., Li, B. & Yuan, J., Apr 24 2018, (Accepted/In press) In : IEEE Transactions on Circuits and Systems for Video Technology.

Research output: Contribution to journalArticle

Semantics
Neural networks
Sports
Network architecture
Experiments
8 Citations (Scopus)

Single image super-resolution using collaborative representation and non-local self-similarity

Chang, K., Ding, P. L. K. & Li, B., Aug 1 2018, In : Signal Processing. 149, p. 49-61 13 p.

Research output: Contribution to journalArticle

Image resolution
Optical resolving power
Recovery
8 Citations (Scopus)

Single Image Super Resolution Using Joint Regularization

Chang, K., Ding, P. L. K. & Li, B., Mar 10 2018, (Accepted/In press) In : IEEE Signal Processing Letters.

Research output: Contribution to journalArticle

Super-resolution
Image resolution
Regularization
Ridge Regression
High Resolution
1 Citation (Scopus)

Weakly supervised facial attribute manipulation via deep adversarial network

Wang, Y., Wang, S., Qi, G., Tang, J. & Li, B., May 3 2018, Proceedings - 2018 IEEE Winter Conference on Applications of Computer Vision, WACV 2018. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 112-121 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Discriminators
Pixels
Deep neural networks
2017

A computational approach to relative aesthetics

Gattupalli, V., Chandakkar, P. S. & Li, B., Apr 13 2017, 2016 23rd International Conference on Pattern Recognition, ICPR 2016. Institute of Electrical and Electronics Engineers Inc., p. 2446-2451 6 p. 7900003

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Binary images
Image enhancement
Image retrieval
Deep neural networks
15 Citations (Scopus)

CLARE: A joint approach to label classification and tag recommendation

Wang, Y., Wang, S., Tang, J., Qi, G., Liu, H. & Li, B., 2017, 31st AAAI Conference on Artificial Intelligence, AAAI 2017. AAAI press, p. 210-216 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Stadiums
Electric fuses
Beaches
Coastal zones
1 Citation (Scopus)

Embedded supervised feature selection for multi-class data

Chen, L., Tang, J. & Li, B., 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Society for Industrial and Applied Mathematics Publications, p. 516-524 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feature extraction
Labels
Electric network analysis
Information retrieval
Computer vision
13 Citations (Scopus)

Fusing disparate object signatures for salient object detection in video

Tu, Z., Guo, Z., Xie, W., Yan, M., Veltkamp, R. C., Li, B. & Yuan, J., Dec 1 2017, In : Pattern Recognition. 72, p. 285-299 15 p.

Research output: Contribution to journalArticle

Labels
Fusion reactions
Pixels
Object detection
Experiments

Joint regression and ranking for image enhancement

Chandakkar, P. S. & Li, B., May 11 2017, Proceedings - 2017 IEEE Winter Conference on Applications of Computer Vision, WACV 2017. Institute of Electrical and Electronics Engineers Inc., p. 235-243 9 p. 7926616

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image enhancement
Mobile devices
Learning systems
Momentum
Cameras

MIRank-KNN: Multiple-instance retrieval of clinically relevant diabetic retinopathy images

Chandakkar, P. S., Venkatesan, R. & Li, B., Jul 1 2017, In : Journal of Medical Imaging. 4, 3, 034003.

Research output: Contribution to journalArticle

Diabetic Retinopathy
Blindness
Color
13 Citations (Scopus)

MSR-CNN: Applying motion salient region based descriptors for action recognition

Tu, Z., Cao, J., Li, Y. & Li, B., Apr 13 2017, 2016 23rd International Conference on Pattern Recognition, ICPR 2016. Institute of Electrical and Electronics Engineers Inc., p. 3524-3529 6 p. 7900180

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Sports
Labeling
Feature extraction

Non-negative dictionary learning with pairwise partial similarity constraint

Zhou, X., Ding, P. L. K. & Li, B., Aug 28 2017, 2017 IEEE International Conference on Multimedia and Expo, ICME 2017. IEEE Computer Society, p. 1410-1415 6 p. 8019392

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Glossaries
Image classification
Supervised learning
Image retrieval
Labeling
5 Citations (Scopus)

Strategies for Re-Training a Pruned Neural Network in an Edge Computing Paradigm

Chandakkar, P. S., Li, Y., Ding, P. L. K. & Li, B., Sep 7 2017, Proceedings - 2017 IEEE 1st International Conference on Edge Computing, EDGE 2017. Institute of Electrical and Electronics Engineers Inc., p. 244-247 4 p. 8029286

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Cluster computing
Fault tolerance
Mobile devices
Data storage equipment
8 Citations (Scopus)

Understanding and discovering deliberate self-harm content in social media

Wang, Y., Tang, J., Li, J., Li, B., Wan, Y., Mellina, C., O’Hare, N. & Chang, Y., Jan 1 2017, 26th International World Wide Web Conference, WWW 2017. International World Wide Web Conferences Steering Committee, p. 93-102 10 p. 3052555

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Video2vec: Learning semantic spatio-temporal embeddings for video representation

Hu, S. H., Li, Y. & Li, B., Apr 13 2017, 2016 23rd International Conference on Pattern Recognition, ICPR 2016. Institute of Electrical and Electronics Engineers Inc., p. 811-816 6 p. 7899735

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Multilayer neural networks
Neural networks
Experiments
2016
12 Citations (Scopus)

Affordable, web-based surgical skill training and evaluation tool

Islam, G., Kahol, K., Li, B., Smith, M. & Patel, V., Feb 1 2016, In : Journal of Biomedical Informatics. 59, p. 102-114 13 p.

Research output: Contribution to journalArticle

Surgery
Minimally Invasive Surgical Procedures
Hand
Simulators
Economics
2 Citations (Scopus)

A structured approach to predicting image enhancement parameters

Chandakkar, P. S. & Li, B., May 23 2016, 2016 IEEE Winter Conference on Applications of Computer Vision, WACV 2016. Institute of Electrical and Electronics Engineers Inc., 7477571

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image enhancement
Factorization
Heuristic methods
Mobile devices
Imaging techniques
5 Citations (Scopus)

Clustering-based joint feature selection for semantic attribute prediction

Chen, L. & Li, B., 2016, In : IJCAI International Joint Conference on Artificial Intelligence. 2016-January, p. 3338-3344 7 p.

Research output: Contribution to journalArticle

Feature extraction
Semantics
Experiments
18 Citations (Scopus)

Compressive sensing reconstruction of correlated images using joint regularization

Chang, K., Kevin Ding, P. L. & Li, B., Apr 1 2016, In : IEEE Signal Processing Letters. 23, 4, p. 449-453 5 p., 7403894.

Research output: Contribution to journalArticle

Compressive Sensing
Regularization
Pixels
Total Variation Regularization
Experiments
4 Citations (Scopus)

Efficient unsupervised abnormal crowd activity detection based on a spatiotemporal saliency detector

Wang, Y., Zhang, Q. & Li, B., May 23 2016, 2016 IEEE Winter Conference on Applications of Computer Vision, WACV 2016. Institute of Electrical and Electronics Engineers Inc., 7477684

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Detectors
Unsupervised learning
Image classification
Experiments
Object detection
3 Citations (Scopus)

Finding needles of interested tweets in the haystack of Twitter network

Tian, Q., Lagisetty, J. & Li, B., Nov 21 2016, Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2016. Institute of Electrical and Electronics Engineers Inc., p. 447-452 6 p. 7752273

Research output: Chapter in Book/Report/Conference proceedingConference contribution

twitter
Needles
social media
Supervised learning
Mobile devices

On the generality of neural image features

Venkatesan, R., Gatupalli, V. & Li, B., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, Vol. 2016-August. p. 41-45 5 p. 7532315

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Character recognition
Computer vision
18 Citations (Scopus)

PPP: Joint pointwise and pairwise image label prediction

Wang, Y., Wang, S., Tang, J., Liu, H. & Li, B., 2016, 2016 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016. IEEE Computer Society, Vol. 2016-January. p. 6005-6013 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Image classification
Leather
Electric fuses
Beaches
4 Citations (Scopus)

Recognizing unseen actions in a domain-adapted embedding space

Li, Y., Hu, S. H. & Li, B., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, Vol. 2016-August. p. 4195-4199 5 p. 7533150

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Multilayer neural networks
Learning algorithms
Labels
Neural networks
1 Citation (Scopus)

Scale-adaptive EigenEye for fast eye detection in wild web images

Zhou, X., Wang, Y., Zhang, P. & Li, B., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, Vol. 2016-August. p. 2911-2915 5 p. 7532892

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Face recognition
Human computer interaction
Computer vision
Detectors
7 Citations (Scopus)

Sentiment Analysis for Social Media Images

Wang, Y. & Li, B., Jan 29 2016, Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015. Institute of Electrical and Electronics Engineers Inc., p. 1584-1591 8 p. 7395864

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labeling
Experiments
9 Citations (Scopus)

Simpler non-parametric methods provide as good or better results to multiple-instance learning

Venkatesan, R., Chandakkar, P. S. & Li, B., Feb 17 2016, Proceedings - 2015 IEEE International Conference on Computer Vision, ICCV 2015. Institute of Electrical and Electronics Engineers Inc., Vol. 11-18-December-2015. p. 2605-2613 9 p. 7410656

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Pathology
Computer vision
Labels
1 Citation (Scopus)

Simultaneous semantic segmentation of a set of partially labeled images

Tian, Q. & Li, B., May 23 2016, 2016 IEEE Winter Conference on Applications of Computer Vision, WACV 2016. Institute of Electrical and Electronics Engineers Inc., 7477639

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Semantics
Image understanding
Labeling
Pixels

User-adaptive image retrieval via fusing pointwise and pairwise labels

Chen, L., Zhang, P. & Li, B., Mar 1 2016, In : International Journal of Multimedia Information Retrieval. 5, 1, p. 19-33 15 p.

Research output: Contribution to journalArticle

Image retrieval
Learning algorithms
Labels
Electric fuses
Feedback
4 Citations (Scopus)

Weakly hierarchical lasso based learning to rank in best answer prediction

Tian, Q. & Li, B., Nov 21 2016, Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2016. Institute of Electrical and Electronics Engineers Inc., p. 307-314 8 p. 7752250

Research output: Chapter in Book/Report/Conference proceedingConference contribution

learning
social media
Support vector machines
Labels
ranking
2015
15 Citations (Scopus)

Color image demosaicking using inter-channel correlation and nonlocal self-similarity

Chang, K., Ding, P. L. K. & Li, B., Nov 1 2015, In : Signal Processing: Image Communication. 39, p. 264-279 16 p.

Research output: Contribution to journalArticle

Color
Sensor arrays
Cameras
Statistics
Experiments

Dictionary learning in visual computing

Zhang, Q. & Li, B., 2015, Synthesis Lectures on Image, Video, and Multimedia Processing. Morgan and Claypool Publishers, Vol. 18. p. 1-151 151 p. (Synthesis Lectures on Image, Video, and Multimedia Processing; vol. 18).

Research output: Chapter in Book/Report/Conference proceedingChapter

dictionaries
Glossaries
learning
Singular value decomposition
Clustering algorithms
8 Citations (Scopus)

Fusing pointwise and pairwise labels for supporting user-adaptive image retrieval

Chen, L., Zhang, P. & Li, B., Jun 22 2015, ICMR 2015 - Proceedings of the 2015 ACM International Conference on Multimedia Retrieval. Association for Computing Machinery, Inc, p. 67-74 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image retrieval
Learning algorithms
Labels
Electric fuses
Feedback
8 Citations (Scopus)

Improving vision-based self-positioning in intelligent transportation systems via integrated lane and vehicle detection

Chandakkar, P. S., Wang, Y. & Li, B., Feb 19 2015, Proceedings - 2015 IEEE Winter Conference on Applications of Computer Vision, WACV 2015. Institute of Electrical and Electronics Engineers Inc., p. 404-411 8 p. 7045914

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Traffic congestion
Computational efficiency
Semantics
Cameras
Costs
14 Citations (Scopus)

Inferring sentiment from web images with joint inference on visual and social cues: A regulated matrix factorization approach

Wang, Y., Hu, Y., Kambhampati, S. & Li, B., 2015, Proceedings of the 9th International Conference on Web and Social Media, ICWSM 2015. AAAI Press, p. 473-482 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Factorization
Labeling
Internet
Experiments
1 Citation (Scopus)

Instructive video retrieval for surgical skill coaching using attribute learning

Chen, L., Zhang, Q., Zhang, P. & Li, B., Aug 4 2015, Proceedings - IEEE International Conference on Multimedia and Expo. IEEE Computer Society, Vol. 2015-August. 7177389

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feedback
Sports
Surgery
Data acquisition
Experiments