Publications

  • Improved Deep Metric Learning with Multi-class N-pair Loss Objective

    Proceedings of NIPS 2016, Barcelona SPAIN
    pp 1-9, 2016

    Kihyuk Sohn
    12/05/2016
  • Universal Correspondence Network

    Proceedings of NIPS 2016, Barcelona, SPAIN
    pp 1-9, 2016

    Christopher B. Choy, JunYoung Gwak, Silvio Savarese, Manmohan Chandraker
    12/05/2016
  • Attribute2Image: Conditional Image Generation from Visual Attributes

    Proceedings of The 14th European Conference on Computer Vision (ECCV 2016)
    pp. 776-791, 2016

    Xinchen Yan, Jimei Yang, Kihyuk Sohn, Honglak Lee
    10/11/2016
  • A 4D Light-Field Dataset and CNN Architectures for Material Recognition

    Proceedings of The 14th European Conference on Computer Vision (ECCV 2016)
    pp. 121-138, 2016

    Ting-Chun Wang, Jun-Yan Zhu, Ebi Hiroaki, Manmohan Chandraker, Alexei Efros, Ravi Ramamoorthi
    10/11/2016
  • Deep Deformation Network for Object Landmark Localization

    Proceedings of The 14th European Conference on Computer Vision (ECCV 2016)
    pp. 52-70, 2016

    Xiang Yu, Feng Zhou, Manmohan Chandraker
    10/08/2016
  • Fine-grained Categorization and Dataset Bootstrapping using Deep Metric Learning with Humans in the Loop

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 1153-1162, 2016

    Yin Cui, Feng Zhou, Yuanqing Lin, Serge Belongie
    06/27/2016
  • Embedding Label Structures for Fine-Grained Feature Representation

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 1114-1123, 2016

    Xiaofan Zhang, Feng Zhou, Yuanqing Lin, Shaoting Zhang
    06/27/2016
  • A Continuous Occlusion Model for Road Scene Understanding

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 4331-4339, 2016

    Vikas Dhiman, Quoc-Huy Tran, Jason Corso, Manmohan Chandraker
    06/27/2016
  • SVBRDF-Invariant Shape and Reflectance Estimation from Light-Field Cameras

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 5451-5459, 2016

    Ting-Chun Wang, Manmohan Chandraker, Alexei Efros, Ravi Ramamoorthi
    06/27/2016
  • Fine-grained Image Classification by Exploring Bipartite-Graph Labels

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 1124-1133, 2016

    Feng Zhou, Yuanqing Lin
    06/27/2016
  • Exploit All the Layers: Fast and Accurate CNN Object Detector with Scale Dependent Pooling and Cascaded Rejection Classifiers

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 2129-2137, 2016

    Fan Yang, Wongun Choi, Yuanqing Lin
    06/27/2016
  • WarpNet: Weakly Supervised Matching for Single-view Reconstruction

    Proceedings of IEEE CVPR 2016, Las Vegas, NV USA
    pp. 3253-3261, 2016

    Angjoo Kanazawa, Manmohan Chandraker, David W. Jacobs
    06/27/2016
  • Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units

    International Conference on Machine Learning, ICML 2016, New York City, NY, USA
    Vol. 48: pp 1-9, 2016

    Wenling Shang, Kihyuk Sohn, Diogo Almeida, Honglak Lee
    06/19/2016
  • High Accuracy Monocular SFM and Scale Correction for Autonomous Driving

    IEEE PAMI 2015
    Vol. 38, No. 4, pp 730-743, April 2016

    Shiyu Song, Manmohan Chandraker
    04/22/2016
  • Atomic Scenes for Scalable Traffic Scene Recognition in Monocular Videos

    WACV 2016 , Lake Placid, NY USA
    pp 1-9, 2016

    Chao-Yeh Chen, Wongun Choi, Manmohan Chandraker
    03/10/2016
  • Near-Online Multi-target Tracking with Aggregated Local Flow Descriptor

    Proceedings of the ICCV 2015
    pp. 3029-3037, 2015

    Wongun Choi
    12/13/2015
  • Learning Structured Output Representation using Deep Conditional Generative Models

    Proceedings of NIPS 2015
    pp. 3465-3473, 2015

    Kihyuk Sohn, Xinchen Yan, Honglak Lee
    12/07/2015
  • Data-Driven 3D Voxel Patterns for Object Category Recognition

    CVPR 2015
    pp. 1903-1911, 2015

    Yu Xiang, Wongun Choi, Yuanqing Lin , Silvio Savarese
    06/08/2015
  • Joint SFM and Detection Cues for Monocular 3D Localization in Road Scenes

    CVPR 2015
    pp. 3734-3742, 2015

    Shiyu Song, Manmohan Chandraker
    06/08/2015
  • Hyper-class Augmented and Regularized Deep Learning for Fine-grained Image Classification

    CVPR 2015
    pp. 2645-2654, 2015

    Saining Xie, Tianbao Yang, Xiaoyu Wang, Yuanqing Lin
    06/08/2015
  • Fine-Grained Visual Categorization via Multi-stage Metric Learning

    CVPR 2015
    pp. 3716-3724, 2015

    Qi Qian, Rong Jin, Shenghuo Zhu, Yuanqing Lin
    06/08/2015
  • Object Detection with Location Relaxation and Regionlets Re-localization

    12th Asian Conference on Computer Vision (ACCV 2014), Singapore
    Proceedings of ACCV 2014, pp. 3000-3016, 2014

    Chengjiang Long, Xiaoyu Wang, Gang Hua, Ming Yang, Yuanqing Lin
    11/01/2014
  • Indoor Scene Understanding with Geometric and Semantic Contents

    International Journal on Computer Vision: Special Issue on Scene Understanding
    Springer; DOI 10.1007/s11263-014-0779-4

    Wongun Choi, Yu-Wei Chao, Caroline Pantofaru, Silvio Savarese
    10/14/2014
  • Discovering Groups of People in Images

    Proceedings of the 13th European Conference (ECCV 2014)
    Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.), Springer - Computer Science, pp. 419-433, 2014

    Wongun Choi, Yu-Wei Chao, Caroline Pantofaru, Silvio Savarese
    09/06/2014
  • What Motion Cues Reveal About Unknown Shape and Unknown BRDF

    Proceedings of the 13th European Conference (ECCV 2014)
    Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.), Springer - Computer Science, pp. 202-217, 2014

    Manmohan Chandraker
    09/06/2014
  • Robust Scale Estimation in Real-Time Monocular SFM for Autonomous Driving

    Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    O'Conner, Lisa (ed.), IEEE Computer Society, pp. 1566-1573, 2014

    Shiyu Song , Manmohan Chandraker
    06/24/2014
  • What Camera Motion Reveals About Shape With Unknown BRDF

    Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    O'Conner, Lisa (ed.), IEEE Computer Society, pp. 2179-2186, 2014

    Manmohan Chandraker
    06/24/2014
  • Location Relaxation for Efficient and Accurate Object Detection

    Conference proceedings of CVPR 2014
    pp.1-15, 2014

    Chengjiang Long, Xiaoyu Wang, Gang Hua, Ming Yang, Yuanqing Lin
    06/24/2014
  • Generic Object Detection with Dense Neural Patterns and Regionlets

    Proceedings of the International Conference on Machine Learning
    pp.1-10, 2014

    Will Zou, Xiaoyu Wang, Miao Sun, Yuanqing Lin
    06/21/2014
  • Benchmarking Large-Scale Fine-Grained Categorization

    Winter Conference on Applications of Computer Vision
    pp. 532-539, 2014

    Anelia Angelova, Philip M. Long
    03/24/2014
  • Feature Combination with Multi-Kernel Learning for Fine-Grained Visual Classification

    Winter Conference on Applications of Computer Vision
    pp. 241-246, 2014

    Anelia Angelova, Alexandru Niculescu-Mizil
    03/24/2014
  • Towards Codebook-free: Scalable Cascaded Hashing for Mobile Image Search

    IEEE Transactions on Multimedia
    16(3):601-611, 2014

    Wengang Zhou, Ming Yang, Houqiang Li, Xiaoyu Wang, Yuanqing Lin, Qi Tian
    01/01/2014
  • Regionlets for Generic Object Detection

    ICCV 2013, Darling Harbour
    pp.1-8, 2013

    Xiaoyu Wang, Ming Yang, Shenghuo Zhu, Yuanqing Lin
    12/03/2013
  • Semantic-Aware Co-indexing for Image Retrieval

    International Conference on Computer Vision (ICCV) 2013
    pp. 1673-1680, 2013

    Shiliang Zhang, Ming Yang, Xiaoyu Wang, Yuanqing Lin, Qi Tian
    12/01/2013
  • Dense Object Reconstruction with Semantic Priors

    CVPR 2013
    pp. 1264-1271

    Yingze Bao, Manmohan Chandraker, Yuanqing Lin, Silvio Savarese
    06/25/2013
  • What Object Motion Reveals About Shape With Unknown BRDF and Lighting

    CVPR 2013
    pp. 2523-2530

    Manmohan Chandraker , Dikpal Reddy, Yizhou Wang, Ravi Ramamoorthi
    06/25/2013
  • Efficient object detection and segmentation for fine-grained recognition

    International Conference on Computer Vision and Pattern Recognition
    1063-6919, pp. 811 - 818, 2013

    Anelia Angelova, Shenghuo Zhu, Yuanqing Lin
    06/25/2013
  • Parallel, Real-Time Monocular Visual Odometry

    ICRA 2013 - IEEE International Conference on Robotics and Automation
    IEEE 978-1-4673-5641-1, pp.4698-4705, 2013

    Shiyu Song, Manmohan Chandraker, Clark Guest
    05/06/2013
  • Multi-Tenancy for IO-bound OLAP Workloads

    29th IEEE International Conference on Data Engineering (ICDE)
    EDBT 2013: 77-88

    Hatem Mahmoud, Hyun Jin Moon, Yun Chi, Hakan Hacigumus, Divyakant Agrawal, Amr El-Abbadi
    04/18/2013
  • Image segmentation for large-scale subcategory flower recognition

    WACV 2013 -- Workshop on Applications of Computer Vision
    pp. 39 - 45, 2012

    Anelia Angelova, Shenghuo Zhu, Yuanqing Lin
    01/17/2013
  • Low-weight Halfspaces for Sparse Boolean Vectors

    ITCS 2013 Innovations in Theoretical Computer Science
    pp. 1- 15, 2012

    Philip M. Long, Rocco A. Servedio
    01/09/2013
  • Query Specific Fusion for Image Retrieval

    12th European Conference on Computer Vision
    pp. 660 - 673, 2012

    Shaoting Zhang, Ming Yang, Timothee Cour, Kai Yu, Dimitris N.Metaxas
    10/07/2012
  • Object-centric spatial pooling for image classification

    ECCV2012, Firenze, Italy
    pp. 1 - 14, 2012

    Olga Russakovsky, Yuanqing Lin, Kai Yu, Li Fei-Fei
    10/05/2012
  • Multi-Component Models for Object Detection

    ECCV2012, Firenze, Italy
    pp. 1-14, 2012

    Chunhui Gu, Pablo Arbelaez, Yuanqing Lin, Kai Yu, Jitendra Malik
    10/05/2012
  • Smoothed Sparse Coding

    IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    pp. 1- 12, 2012

    Krishnakumar Balasubramanian, Kai Yu, Guy Lebanon
    06/18/2012
  • 3D Convolutional Neural Networks for Human Action Recognition

    IEEE Transaction on Pattern Analysis and Machine Intelligence (T-PAMI)
    35(1): pp. 221-231, 2013

    Shuiwang Ji, Wei Xu, Ming Yang, Kai Yu
    01/30/2012
  • FacetCube: A Framework of Incorporating Prior Knowledge into Non-negative Tensor Factorization

    Knowledge and Information Systems-An International Journal
    37(1), pp. 155-179, 2013

    Yun Chi, Shenghuo Zhu
    01/01/2012
  • Adapting Gender and Age Recognition System for Mobile Platforms

    3rd Chinese Conference on Intelligent Visual Surveillance (IVS 2011)
    pp. 93-96

    Ming Yang, Kai Yu
    12/01/2011
  • Contextual Weighting for Vocabulary Tree based Image Retrieval

    IEEE International Conference on Computer Vision (ICCV 2011)
    pp. 209-216, 2011

    Xiaoyu Wang, Ming Yang, Timothee Cour, Shenghuo Zhu, Kai Yu, Tony X. Han
    11/06/2011
  • Efficient Re-ranking in Vocabulary Tree based Image Retrieval

    45th Asilomar Conference on Signals, Systems and Computers, 2011
    pp. 855-859, 2011

    Xiaoyu Wang, Ming Yang, Kai Yu
    11/06/2011
  • Realtime Clothing Recognition in Surveillance Videos

    IEEE International Conference on Image Processing (ICIP 2011)
    pp. 2937-2940, 2011

    Ming Yang, Kai Yu
    09/11/2011
  • Integrating Document Clustering and Multi-Document Summarization

    ACM Transaction on Knowledge Discovery from Data
    5 (3): pp. 14.1 - 14.26

    Dingding Wang, Shenghuo Zhu, Tao Li, Yun Chi, Yihong Gong
    08/01/2011
  • Large-scale Image Classification: Fast Feature Extraction and SVM Training

    CVPR 2011
    pp. 1689-1696, 2011

    Yuanqing Lin, Fengjun Lv, Shenghuo Zhu, Ming Yang, Timothee Cour, Kai Yu, Liangliang Cao, Thomas Huang
    06/21/2011
  • Learning Image Representations from the Pixel Level via Hierarchical Sparse Coding

    CVPR 2011
    pp. 1713-1720

    Kai Yu, Yuanqing Lin, John Lafferty
    06/21/2011
  • Detecting Communities and Their Evolutions in Dynamic Social Networks--A Bayesian Approach

    Machine Learning Journal
    82: pp. 157-189, 2011

    Tianbao Yang , Y. Chi, S. Zhu, Y. Gong, Rong Jin
    03/01/2011
  • iHelp: An Intelligent Online Help Desk System

    IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics
    41(1): 173-182, 2011

    Dingding Wang, Tao Li, Shenghuo Zhu, Yihong Gong
    02/28/2011

Human tracking using convolutional neural networks
IEEE Transactions on Neural Networks
21:1610-1623, 2010
Jialue Fan, Wei Xu, Ying Wu, and Yihong Gong
 
Driving safety monitoring using semisupervised learning on time series data
Trans. Intell. Transport. Sys
11:728-737, 2010
Jinjun Wang, Shenghuo Zhu, and Yihong Gong

A general framework to detect unsafe system states from multisensor data stream
Trans. Intell. Transport. Sys., 11:4-15, 2010
Huazhong Ning, Wei Xu, Yue Zhou, Yihong Gong, and Thomas S. Huang 

Image classification using super-vector coding of local image descriptors
In ECCV 2010: Proceedings of the 11th European Conference on Computer Vision, 2010
Xi Zhou, Kai Yu, Tong Zhang, and Thomas Huang 

Predicting facial beauty without landmarks
In ECCV 2010: Proceedings of the 11th European Conference on Computer Vision, 2010
Douglas Gray, Kai Yu, Wei Xu, and Yihong Gong

Efficient highly over-complete sparse coding using a mixture model
In ECCV 2010: Proceedings of the 11th European Conference on Computer Vision, 2010 
Jianchao Yang, Kai Yu, and Thomas Huang

Improved local coordinate coding using local tangents
In ICML 2010: Proceedings of the 27th International Conference on Machine Learning, 2010
Kai Yu and Tong Zhang

3D convolutional neural networks for human action recognition
In ICML 2010: Proceedings of the 27th International Conference on Machine Learning, 2010
Shuiwang Ji, Wei Xu, Ming Yang, and Kai Yu

Supervised translation-invariant sparse coding
In CVPR 2010: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2010
Jianchao Yang, Kai Yu, and Thomas Huang

Learning locality-constrained linear coding for image classification
In CVPR 2010: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2010
Jingjun Wang, Jianchao Yang, Kai Yu, Fengjun Lv, Thomas Huang, and Yihong Gong

Deep coding networks
In NIPS '10: Advances in Neural Information Processing Systems 23, 2010
Yuanqing Lin, Tong Zhang, Shenghuo Zhu, and Kai Yu

FacetCube: A framework of incorporating prior knowledge into non-negative tensor factorization
In CIKM '10: Proceeding of the 19th ACM conference on Information and knowledge management, 2010
Yun Chi and Shenghuo Zhu

A latent topic model for linked documents
In ICPR '10: 20th International Conference on Pattern Recognition
pages 730-733, 2010
Zhen Guo, Shenghuo Zhu, Yun Chi, Zhongfei Zhang, and Yihong Gong

A topic model for linked documents and update rules for its estimation
In AAAI '10: the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010
Zhen Guo, Shenghuo Zhu, Zhongfei Zhang, Yun Chi, and Yihong Gong

Community discovery using nonnegative matrix factorization
Data Mining and Knowledge Discovery, 2010
Fei Wang, Tao Li, Xin Wang, Shenghuo Zhu, and Chris Ding

Smooth optimization for effective multiple kernel learning
In AAAI '10: the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010
Zenglin Xu, Rong Jin, Shenghuo Zhu, Michael R. Lyu, and Irwin King

Feature selection for gene expression using model-based entropy
IEEE/ACM Transactions on Computational Biology and Bioinformatics
7(1), 2010
Shenghuo Zhu, Dingding Wang, Kai Yu, Tao Li, and Yihong Gong

Directed network community detection: A popularity and productivity link model
In SDM'10: Proceedings of the 2010 SIAM International Conference On Data Mining, 2010
Tianbao Yang, Yun Chi, Shenghuo Zhu, and Rong Jin

Nonlinear learning using local coordinate coding
In NIPS '09: Advances in Neural Information Processing Systems 22. 2010
Kai Yu, Tong Zhang, and Yihong Gong

Resolution enhancement based on learning the sparse association of image patches
Pattern Recognition Letters, 31(1):1 - 10, 2010
Jinjun Wang, Shenghuo Zhu, and Yihong Gong

Detecting video events based on action recognition in complex scenes using spatio-temporal descriptor
In MM '09: ACM. Int'l Conf. on Multimedia
pages 165-174, 2009
Guangyu Zhu, Ming Yang, Kai Yu, Wei Xu, and Yihong Gong

Human action detection by boosting efficient motion features
In VOEC '09: IEEE Workshop on Video-oriented Object and Event Classification in Conjunction with ICCV, 2009
Ming Yang, Fengjun Lv, Wei Xu, Kai Yu, and Yihong Gong

Resolution-invariant image representation and its applications
In CVPR'09: IEEE Conference on Computer Vision and Pattern Recognition
pages 2512-2519, 2009
Jinjun Wang, Shenghuo Zhu, and Yihong Gong

Knowledge discovery from citation networks
In ICDM '09: Ninth IEEE International Conference on Data Mining
pages 800-805, 2009
Zhen Guo, Zhongfei Zhang, Shenghuo Zhu, Yun Chi, and Yihong Gong

Detection driven adaptive multi-cue integration for multiple human tracking
In ICCV '09: IEEE International Conference on Computer Vision
pages 1554-1561, 2009
Ming Yang, Fengjun Lv, Wei Xu, and Yihong Gong

Comparative document summarization via discriminative sentence selection
In CIKM '09: Proceeding of the 18th ACM conference on Information and knowledge management
pages 1963-1966, 2009
Dingding Wang, Shenghuo Zhu, Tao Li, and Yihong Gong

Ordering innovators and laggards for product categorization and recommendation
In RecSys '09: Proceedings of the third ACM conference on Recommender systems
pages 29-36, 2009
Sarah K. Taylor, Shenghuo Zhu, Yun Chi, and Yi Zhang

Multi-document summarization using sentence-based topic models
In ACL-IJCNLP '09: Joint conference of the 47th Annual Meeting of the Association for Computational Linguistics and the 4th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2009
Dingding Wang, Shenghuo Zhu, Tao Li, and Yihong Gong

Fast nonparametric matrix factorization for large-sale collaborative filtering
In SIGIR '09: Proceedings of the 32nd annual international ACM SIGIR conference on Research and development in information retrieval
pages 211-218, 2009
Kai Yu, Shenghuo Zhu, John Lafferty, and Yihong Gong

A latent topic model for linked documents
In SIGIR '09: Proceedings of the 32nd annual international ACM SIGIR conference on Research and development in information retrieval
pages 720-721, 2009
Zhen Guo, Shenghuo Zhu, Yun Chi, Zhongfei Zhang, and Yihong Gong

A Bayesian framework for community detection integrating content and link
In UAI '09: Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, 2009
Tianbao Yang, Rong Jin, Yun Chi, and Shenghuo Zhu

Large-scale collaborative prediction using a nonparametric random effects model
In ICML '09: Proceedings of the 26th Annual International Conference on Machine Learning
pages 1185-1192, 2009
Kai Yu, John Lafferty, Shenghuo Zhu, and Yihong Gong

Combining link and content for community detection: a discriminative approach
In KDD '09: Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
pages 927-936, 2009
Tianbao Yang, Rong Jin, Yun Chi, and Shenghuo Zhu

Resolution-invariant image representation for content-based zooming
In ICME '09: IEEE International Conference on Multimedia and Expo
pages 918-921, 2009
Jinjun Wang, Shenghuo Zhu, and Yihong Gong

iOLAP: A framework for analyzing the internet, social networks, and other networked data
IEEE Transactions on Multimedia
11(3):372-382, 2009
Yun Chi, Shenghuo Zhu, Koji Hino, Yihong Gong, and Yi Zhang

Visual-quality optimizing super resolution
Computer Graphics Forum
28(1):127-140, 2009
Feng Liu, Jinjun Wang, Shenghuo Zhu, Michael Gleicher, and Yihong Gong

Learning sparse markov network structure via ensemble-of-trees models
In AISTAT'09: The Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics
volume 5, pages 360-367, 2009
Yuanqing Lin, Shenghuo Zhu, Daniel Lee, and Ben Taskar

Analyzing communities and their evolutions in dynamic social networks
ACM Trans. Knowl. Discov. Data
3(2):1-31, 2009
Yu-Ru Lin, Yun Chi, Shenghuo Zhu, Hari Sundaram, and Belle L. Tseng

Deep learning with kernel regularization for visual recognition
In NIPS '08: Advances in Neural Information Processing Systems 21
pages 1889-1896. 2009
Kai Yu, Wei Xu, and Yihong Gong

Stochastic relational models for large-scale dyadic data using MCMC
In NIPS '08: Advances in Neural Information Processing Systems 21, 2009
Shenghuo Zhu, Kai Yu, and Yihong Gong

Older Publications