Publications [show all by date] / [show selected] / [show all by topic]

Beyond Supervision Learning

Manifold Graph with Learned Prototypes for Semi-Supervised Image Classification
Chia-Wen Kuo, Chih-Yao Ma, Jia-Bin Huang, and Zsolt Kira
arXiv:1906.05202, 2019
[Paper (PDF)] [Project page] [Code]

A Closer Look at Few-shot Classification
Wei-Yu Chen, Yen-Cheng Liu, Zsolt Kira, Yu-Chiang Frank Wang, and Jia-Bin Huang
International Conference on Learning Representation (ICLR) 2019
[Paper (PDF)] [Project page] [Code]

CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency
Yun-Chun Chen, Yen-Yu Lin, Ming-Hsuan Yang, and Jia-Bin Huang
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
[Paper (PDF)] [Project page] [Code]

Unsupervised Representation Learning by Sorting Sequences
Hsin-Ying Lee, Jia-Bin Huang, Maneesh Singh, and Ming-Hsuan Yang
Proceedings of International Conference on Computer Vision (ICCV), 2017
[Paper (PDF)] [Project page] [Code]

Unsupervised Visual Representation Learning by Graph-based Consistent Constraints
Dong Li, Wei-Chih Hung, Jia-Bin Huang, Shengjin Wang, Narendra Ahuja, and Ming-Hsuan Yang
Proceedings of European Conference on Computer Vision (ECCV), 2016
[Paper (PDF)] [Project page] [Code] [Supp] [Slides] [Poster]

Progressive Representation Adaptation for Weakly Supervised Object Localization
Dong Li, Jia-Bin Huang, Yali Li, Shengjin Wang, and Ming-Hsuan Yang
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 2019
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
[Paper (PDF)] [Project page] [Code]

Towards Accurate and Robust Cross-Ratio based Gaze Trackers Through Learning From Simulation
Jia-Bin Huang, Qin Cai, Zicheng Liu, Narendra Ahuja, and Zhengyou Zhang
Proceedings of ACM Symposium on Eye Tracking Research & Applications (ETRA), 2014 (Oral Presentation)
[Paper (PDF)] [Project page]
ETRA 2014 Best Paper Award [Patent]: Eye Gaze Tracking based upon Adaptive Homography Mapping

Correspondence and Matching

DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency
Yuliang Zou, Zelun Luo, and Jia-Bin Huang
Proceedings of European Conference on Computer Vision (ECCV), 2018
[Paper (PDF)] [Project page] [Code]

Show, Match and Segment: Joint Learning of Semantic Matching and Object Co-segmentation
Yun-Chun Chen, Yen-Yu Lin, Ming-Hsuan Yang, and Jia-Bin Huang
Under review for IEEE Transactions on Pattern Recognition and Machine Intelligence (PAMI)
arXiv:1906.05857, 2019
[Paper (PDF)] [Project page] [Code]

Deep Semantic Matching with Foreground Detection and Cycle-Consistency
Yun-Chun Chen, Po-Hsiang Huang, Li-Yu Yu, Jia-Bin Huang, Ming-Hsuan Yang, and Yen-Yu Lin
Asian Conference on Computer Vision (ACCV) 2018
[Paper (PDF)] [Project page] [Code]

DeepMVS: Learning Multi-View Stereopsis
Po-Han Huang, Kevin Matzen, Johannes Kopf, Narendra Ahuja, and Jia-Bin Huang
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018
[Paper (PDF)] [Project page] [Code]

Semi-Supervised Learning for Optical Flow with Generative Adversarial Networks
Wei-Sheng Lai, Jia-Bin Huang, and Ming-Hsuan Yang
Proceedings of Neural Information Processing Systems (NIPS), 2017
[Paper (PDF)] [Project page] [Code]

Video Object Tracking

SAIL-VOS: Semantic Amodal Instance Level Video Object Segmentation - A Synthetic Dataset and Baselines
Yuan-Ting Hu, Hong-Shuo Chen, Kexin Hui, Jia-Bin Huang, and Alexander Schwing
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019
[Paper (PDF)] [Project page] [Code]

Tracking Persons-of-Interest via Unsupervised Representation Adaptation
Shun Zhang, Jia-Bin Huang, Jongwoo Lim, Yihong Gong, Jinjun Wang, Narendra Ahuja, and Ming-Hsuan Yang
International Journal of Computer Vision (IJCV) 2019
Proceedings of European Conference on Computer Vision (ECCV) 2016
[Paper (PDF)] [Project page] [Code]

VideoMatch: Matching based Video Object Segmentation
Yuan-Ting Hu, Jia-Bin Huang, and Alexander Schwing
Proceedings of European Conference on Computer Vision (ECCV), 2018
[Paper (PDF)] [Project page] [Code] (coming soon)

Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation
Yuan-Ting Hu, Jia-Bin Huang, and Alexander Schwing
Proceedings of European Conference on Computer Vision (ECCV), 2018
[Paper (PDF)] [Project page] [Code] (coming soon)

MaskRNN: Instance Level Video Object Segmentation
Yuan-Ting Hu, Jia-Bin Huang, and Alexander Schwing
Proceedings of Neural Information Processing Systems (NIPS), 2017
[Paper (PDF)] [Project page] [Code]]

Robust Visual Tracking via Hierarchical Convolutional Features
Chao Ma, Jia-Bin Huang, Xiaokang Yang, and Ming-Hsuan Yang
arXiv:1707.03816, 2017
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018
Proceedings of IEEE International Conference on Computer Vision (ICCV), 2015
[Paper (PDF)] [Project page] [Code]

Adaptive Correlation Filters with Long-Term and Short-Term Memory for Object Tracking
Chao Ma, Jia-Bin Huang, Xiaokang Yang, and Ming-Hsuan Yang
arXiv:1707.02309, 2017
Under review for International Journal of Computer Vision (IJCV)
[Paper (PDF)] [Project page] [Code]

Detecting Migrating Birds at Night
Jia-Bin Huang, Rich Caruana, Andrew Farnsworth, Steve Kelling, and Narendra Ahuja
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
[Paper (PDF)] [Project page] [Poster]

Looking at People

Learning to Mitigate Scene Bias in Action Recognition
Jinwoo Choi, Chen Gao, Joseph Messou, and Jia-Bin Huang
Proceedings of Neural Information Processing Systems (NeurIPS), 2019
[Paper (PDF)] [Project page] [Code] (Coming soon)

iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection
Chen Gao, Yuliang Zou, and Jia-Bin Huang
Proceedings of British Machine Vision Conference (BMVC), 2018
[Paper (PDF)] [Project page] [Code]

Progressive Cyber-Human Intelligence for Social Good
Thanassis Rikakis, Aisling Kelliher, Jia-Bin Huang, Hari Sundaram
ACM Interactions, 2018
[Paper (PDF)]

Semi-Automated Home-based Therapy for the Upper Extremity of Stroke Survivors
Thanassis Rikakis, Aisling Kelliher, Jinwoo Choi, Jia-Bin Huang, Kris Kitani, Steve Wolf, and Setor Zilevu
Pervasive Technologies Related to Assistive Environments (PETRA), 2018
[Paper (PDF)] [Project page] [Code]

HOMER: an interactive system for home based stroke rehabilitation
Aisling Kelliher, Jinwoo Choi, Jia-Bin Huang, Kris Kitani, and Thanassis Rikakis
Proceedings of International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), 2017
[Paper (PDF)] [Project page]

Ensemble of Convolutional Neural Networks for Pose Estimation
Yuki Kawana, Norimichi Ukita, Jia-Bin Huang, and Ming-Hsuan Yang
Computer Vision and Image Understanding (CVIU), 2018
[Paper (PDF)] [Project page] [Code]

Computational Photography/Videography

Guided Image-to-Image Translation with Bi-Directional Feature Transformation
Badour AlBahar and Jia-Bin Huang
Proceedings of IEEE International Conference on Computer Vision (ICCV), 2019
[Paper (PDF)] [Project page] [Code]

DRIT++: Diverse Image-to-Image Translation via Disentangled Representations
Hsin-Ying Lee*, Hung-Yu Tseng*, Qi Mao* Jia-Bin Huang, Yu-Ding Lu, Maneesh Singh, Ming-Hsuan Yang
arXiv:1905.01270, 2019
Under review for International Journal of Computer Vision (IJCV)
Proceedings of European Conference on Computer Vision (ECCV), 2018 (Oral Presentation)
[Paper (PDF)] [Project page] [Code]

Learning Blind Video Temporal Consistency
Wei-Sheng Lai, Jia-Bin Huang, Oliver Wang, Eli Shechtman, Ersin Yumer, Ming-Hsuan Yang
Proceedings of European Conference on Computer Vision (ECCV), 2018
[Paper (PDF)] [Project page] [Code]

Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks
Wei-Sheng Lai, Jia-Bin Huang, Narendra Ahuja, and Ming-Hsuan Yang
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
[Paper (PDF)] [Project page] [Code]

Joint Image Filtering with Deep Convolutional Networks
Yijun Li, Jia-Bin Huang, Narendra Ahuja, and Ming-Hsuan Yang
arXiv:1710.04200, 2017
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 2019
Proceedings of European Conference on Computer Vision (ECCV), 2016
[Paper (PDF)] [Project page] [Code]

Temporally Coherent Completion of Dynamic Video
Jia-Bin Huang, Sing Bing Kang, Narendra Ahuja, and Johannes Kopf
ACM Transactions on Graphics (Proceedings of SIGGRAPH Asia), 2016
[Paper (PDF)] [Project page] [Code]]

A Comparative Study for Single Image Blind Deblurring
Wei-Sheng Lai, Jia-Bin Huang, Zhe Hu, Narendra Ahuja, and Ming-Hsuan Yang
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016 (Spotlight Oral)
[Paper (PDF)] [Project page] [Code] [Supp] [Slides] [Poster]

Single Image Super-Resolution from Transformed Self-Exemplars
Jia-Bin Huang, Abhishek Singh, and Narendra Ahuja
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015 (Oral Presentation)
[Paper (PDF)] [Project page] [Code] [Supp] [Poster]

Image Completion using Planar Structure Guidance
Jia-Bin Huang, Sing Bing Kang, Narendra Ahuja, and Johannes Kopf
ACM Transactions on Graphics, Volume 33, Number 4 (SIGGRAPH), 2014 (Oral Presentation)
[Paper (PDF)] [Project page]

Transformation Guided Image Completion
Jia-Bin Huang, Johannes Kopf, Narendra Ahuja, and Sing Bing Kang
Proceedings of IEEE Conference on International Conference on Computational Photography (ICCP), 2013 (Oral Presentation)
[Paper (PDF)] [Project page]

Image Recolorization For The Colorblind
Jia-Bin Huang, Chu-Song Chen Tzu-Cheng Jen, and Sheng-Jyh Wang
Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, (ICASSP), 2009
[Paper (PDF)] [Project page]

Information Preserving Color Transformation for Protanopia and Deuteranopia
Jia-Bin Huang, Yu-Cheng-Tseng, Se-In Wu, and Sheng-Jyh Wang
IEEE Signal Processing Letters, Vol. No.10, October 2007
[Paper (PDF)] [Project page]

Adversarial Attacks and Defense

Connecting the Digital and Physical World: Improving the Robustness of Adversarial Attacks
Steve T. K. Jan, Joseph Messou, Yen-Chen Lin, Jia-Bin Huang, and Gang Wang
Proceedings of AAAI Conference on Artificial Intelligence (AAAI) 2019
[Paper (PDF)] [Project page] [Code]

Detecting Adversarial Attacks on Neural Network Policies with Visual Foresight
Yen-Chen Lin, Ming-Yu Liu, Min Sun, and Jia-Bin Huang
arXiv:1710.00814, 2017
[Paper (PDF)] [Project page] [Code]

Fun stuff

Deep Paper Gestalt
Jia-Bin Huang
arXiv:1812.08775, 2018
Secret Proceedings of Computer Vision and Pattern Recognition (s-CVPR), 2019
[Paper (PDF)] [Project page] [Code]
News coverage: [Syncreview] [ZDNet]

Source Form: An Automated Crowdsourced Object Generator
Sam Blanchard, Jia-Bin Huang, Christopher B. Williams, Viswanath Meenakshisundaram, Joseph Kubalak, and Sanket Lokegaonkar
ACM SIGGRAPH Studio 2019
[Paper (PDF)] [Video]
News coverage: [3D Printing Industry] [Wherrelz]

Multi-view Wire Art
Kai-Wen Hsiao, Jia-Bin Huang, and Hung-Kuo Chu
ACM Transactions on Graphics (Proceedings of SIGGRAPH Asia), 2018
[Paper (PDF)] [Project page] [Code]

PhD Thesis

Visual Analysis and Synthesis with Physically Grounded Constraints
Jia-Bin Huang
Ph.D. Thesis, Department of Electrical and Computer Engineering
University of Illinois, Urbana-Champaign, August 2016
[Paper (PDF)] [Poster]