General

Qingming Huang

Chair Professor, IEEE Fellow

School of Computer Science and Technology

University of Chinese Academy of Sciences

No. 19A Yuquan Road, Shijingshan District

Beijing 100019, China
Tel/Fax: +86-10-62600548
Email: qmhuang@ucas.ac.cn

 

Research Areas

Multimedia Computing, Image/Video Processing, Pattern Recognition, Computer Vision

Education

09/1984-07/1988, Harbin Institute of Technology, Computer Science, B.S.

09/1988-08/1994, Harbin Institute of Technology, Computer Engineering, Ph.D.

Experience

   
Work Experience
08/1994-05/1995, Harbin Institute of Technology, Lecturer

05/1995-11/1996, National University of Singapore, Postdoctoral Fellow

11/1996-05/2002, Institute for Infocomm Research, Singapore, Member Research Staff

06/2002-05/2003, Vislog Technology Pte Ltd, Singapore, Principal Engineer

05/2003-present, University of Chinese Academy of Sciences, Professor
Teaching Experience

Pattern Rocognition

Pattern Rocognition and Machine Learning

Pattern Recognition in Image and Video Analysis

Visual Information Learning and Analysis

 

Publications

   
Papers


Published more than 400 academic papers in prestigued international journals such as IEEE Trans. on Image Processing, IEEE Trans. on Multimedia, IEEE Trans. on CSVT, and top level international conferences including ACM Multimedia, ICCV, CVPR, ECCV, etc.

[1] Xu, Qianqian, Xiong, Jiechao, Cao, Xiaochun, Huang, Qingming, Yao, Yuan. Evaluating Visual Properties via Robust HodgeRank. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 129(5): 1732-1753.

[2] Yang, Yifan, Li, Guorong, Du, Dawei, Huang, Qingming, Sebe, Nicu. Embedding Perspective Analysis Into Multi-Column Convolutional Neural Network for Crowd Counting. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 1395-1407.

[3] Xu, Kai, Wen, Longyin, Li, Guorong, Qi, Honggang, Bo, Liefeng, Huang, Qingming. Learning Self-Supervised Space-Time CNN for Fast Video Style Transfer. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 2501-2512.

[4] Teng, Shangzhi, Zhang, Shiliang, Huang, Qingming, Sebe, Nicu. Viewpoint and Scale Consistency Reinforcement for UAV Vehicle Re-Identification. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 129(3): 719-735.

[5] Wu, Yiling, Wang, Shuhui, Song, Guoli, Huang, Qingming. Augmented Adversarial Training for Cross-Modal Retrieval. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2021, 23: 559-571.

[6] Song, Guoli, Wang, Shuhui, Huang, Qingming, Tian, Qi. Harmonized Multimodal Learning with Gaussian Process Latent Variable Models. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2021, 43(3): 858-872.

[7] Teng, Shangzhi, Zhang, Shiliang, Huang, Qingming, Sebe, Nicu. Multi-View Spatial Attention Embedding for Vehicle Re-Identification. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2021, 31(2): 816-827.

[8] Meng, Dechao, Li, Liang, Liu, Xuejing, Li, Yadong, Yang, Shijie, Zha, ZhengJun, Gao, Xingyu, Wang, Shuhui, Huang, Qingming, IEEE. Parsing-based View-aware Embedding Network for Vehicle Re-Identification. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2020, 7101-7110.

[9] Yang, Yifan, Li, Guorong, Wu, Zhe, Su, Li, Huang, Qingming, Sebe, Nicu, IEEE. Reverse Perspective Network for Perspective-Aware Object Counting. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2020, 4373-4382.

[10] Cui, Shuhao, Wang, Shuhui, Zhuo, Junbao, Li, Liang, Huang, Qingming, Tian, Qi, IEEE. Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2020, 3940-3949.

[11] Wu, Yiling, Wang, Shuhui, Huang, Qingming. Online Fast Adaptive Low-Rank Similarity Learning for Cross-Modal Retrieval. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2020, 22(5): 1310-1322.

[12] Duan, Kaiwen, Du, Dawei, Qi, Honggang, Huang, Qingming. Detecting Small Objects Using a Channel-Aware Deconvolutional Network. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2020, 30(6): 1639-1652.

[13] Yu, Hongyang, Li, Guorong, Zhang, Weigang, Huang, Qingming, Du, Dawei, Tian, Qi, Sebe, Nicu. The Unmanned Aerial Vehicle Benchmark: Object Detection, Tracking and Baseline. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2020, 128(5): 1141-1159.

[14] Li, Liang, Zhu, Xinge, Hao, Yiming, Wang, Shuhui, Gao, Xingyu, Huang, Qingming. A Hierarchical CNN-RNN Approach for Visual Emotion Classification. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS[J]. 2019, 15(3).

[15] Bao, Shilong, Xu, Qianqian, Ma, Ke, Yang, Zhiyong, Cao, Xiaochun, Huang, Qingming, ACM. Collaborative Preference Embedding against Sparse Labels. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 2079-2087.

[16] Xu, Qianqian, Sun, Xinwei, Yang, Zhiyong, Cao, Xiaochun, Huang, Qingming, Yao, Yuan, Wallach, H, Larochelle, H, Beygelzimer, A, dAlcheBuc, F, Fox, E, Garnett, R. iSplit LBI: Individualized Partial Ranking with Ties via Split LBI. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019). 2019.

[17] Xu, Qianqian, Yang, Zhiyong, Jiang, Yangbangyan, Cao, Xiaochun, Huang, Qingming, Yao, Yuan, IEEE Comp Soc. Deep Robust Subjective Visual Property Prediction in Crowdsourcing. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019). 2019, 8985-8993.

[18] Wu, Zhe, Su, Li, Huang, Qingming. Learning Coupled Convolutional Networks Fusion for Video Saliency Prediction. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2019, 29(10): 2960-2971.

[19] Zhang, Peng, Su, Li, Li, Liang, Bao, BingKun, Cosman, Pamela, Li, GuoRong, Huang, Qingming, ACM. Training Efficient Saliency Prediction Models with Knowledge Distillation. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 512-520.

[20] Xu, Kai, Wen, Longyin, Li, Guorong, Bo, Liefeng, Huang, Qingming, IEEE Comp Soc. Spatiotemporal CNN for Video Object Segmentation. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019). 2019, 1379-1388. 

[21] Zhuo, Junbao, Wang, Shuhui, Cui, Shuhao, Huang, Qingming, IEEE Comp Soc. Unsupervised Open Domain Recognition by Semantic Discrepancy Minimization. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019). 2019, 750-759.

[22] Liu, Xuejing, Li, Liang, Wang, Shuhui, Zha, ZhengJun, Meng, Dechao, Huang, Qingming, IEEE. Adaptive Reconstruction Network for Weakly Supervised Referring Expression Grounding. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 2611-2620. 

[23] Wu, Zhe, Su, Li, Huang, Qingming, IEEE Comp Soc. Cascaded Partial Decoder for Fast and Accurate Salient Object Detection. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019). 2019, 3902-3911. 

[24] Yang, Zhiyong, Xu, Qianqian, Zhang, Weigang, Cao, Xiaochun, Huang, Qingming. Split Multiplicative Multi-View Subspace Clustering. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 28(10): 5147-5160.

[25] Cong, Runmin, Lei, Jianjun, Fu, Huazhu, Porikli, Fatih, Huang, Qingming, Hou, Chunping. Video Saliency Detection via Sparsity-Based Reconstruction and Propagation. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 28(10): 4819-4831.

[26] Xu, Qianqian, Xiong, Jiechao, Cao, Xiaochun, Huang, Qingming, Yao, Yuan. From Social to Individuals: A Parsimonious Path of Multi-Level Models for Crowdsourced Preference Aggregation. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(4): 844-856.

[27] Yang, Shijie, Li, Liang, Wang, Shuhui, Zhang, Weigang, Huang, Qingming, Tian, Qi. SkeletonNet: A Hybrid Network With a Skeleton-Embedding Process for Multi-View Image Representation Learning. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2019, 21(11): 2916-2929.

[28] Wu, Zhe, Su, Li, Huang, Qingming, IEEE. Stacked Cross Refinement Network for Edge-Aware Salient Object Detection. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 7263-7272. 

[29] Wu, Yiling, Wang, Shuhui, Song, Guoli, Huang, Qingming. Online Asymmetric Metric Learning With Multi-Layer Similarity Aggregation for Cross-Modal Retrieval. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 28(9): 4299-4312.

[30] Yang, Zhiyong, Xu, Qianqian, Jiang, Yangbangyan, Cao, Xiaochun, Huang, Qingming, Wallach, H, Larochelle, H, Beygelzimer, A, dAlcheBuc, F, Fox, E, Garnett, R. Generalized Block-Diagonal Structure Pursuit: Learning Soft Latent Task Assignment against Negative Transfer. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019). 2019, 32. 

[31] Qi, Yuankai, Zhang, Shengping, Zhang, Weigang, Su, Li, Huang, Qingming, Yang, MingHsuan, AAAI. Learning Attribute-Specific Representations for Visual Tracking. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2019, 8835-8842.

[32] Jiang, Yangbangyan, Xu, Qianqian, Yang, Zhiyong, Cao, Xiaochun, Huang, Qingming, ACM. Duet Robust Deep Subspace Clustering. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 1596-1604.

[33] Jiang, Yangbangyan, Xu, Qianqian, Yang, Zhiyong, Cao, Xiaochun, Huang, Qingming, Wallach, H, Larochelle, H, Beygelzimer, A, dAlcheBuc, F, Fox, E, Garnett, R. DM2C: Deep Mixed-Modal Clustering. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019). 2019, 32. 

[34] Cong, Runmin, Lei, Jianjun, Fu, Huazhu, Cheng, MingMing, Lin, Weisi, Huang, Qingming. Review of Visual Saliency Detection With Comprehensive Information. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY. 2019, 29(10): 2941-2959.

[35] Qi, Yuankai, Zhang, Shengping, Qin, Lei, Huang, Qingming, Yao, Hongxun, Lim, Jongwoo, Yang, MingHsuan. Hedging Deep Features for Visual Tracking. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2019, 41(5): 1116-1130.

[36] Wang, Zitai, Xu, Qianqian, Ma, Ke, Jiang, Yangbangyan, Cao, Xiaochun, Huang, Qingming, ACM. Adversarial Preference Learning with Pairwise Comparisons. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 656-664.

[37] Duan, Kaiwen, Bai, Song, Xie, Lingxi, Qi, Honggang, Huang, Qingming, Tian, Qi, IEEE. CenterNet: Keypoint Triplets for Object Detection. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 6568-6577.

[38] Liu, Xuejing, Li, Liang, Wang, Shuhui, Zha, ZhengJun, Su, Li, Huang, Qingming, ACM. Knowledge-guided Pairwise Reconstruction Network for Weakly Supervised Referring Expression Grounding. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 539-547.

[39] Cong, Runmin, Lei, Jianjun, Fu, Huazhu, Huang, Qingming, Cao, Xiaochun, Ling, Nam. HSCS: Hierarchical Sparsity Based Co-saliency Detection for RGBD Images. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2019, 21(7): 1660-1671.

[40] Yang, Shijie, Li, Liang, Wang, Shuhui, Meng, Dechao, Huang, Qingming, Tian, Qi, ACM. Structured Stochastic Recurrent Network for Linguistic Video Prediction. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 21-29.

[41] Wu, Yiling, Wang, Shuhui, Song, Guoli, Huang, Qingming, ACM. Learning Fragment Self-Attention Embeddings for Image-Text Matching. PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA (MM'19). 2019, 2088-2096.

[42] Yang, Zhiyong, Xu, Qianqian, Cao, Xiaochun, Huang, Qingming, AAAI. Learning Personalized Attribute Preference via Multi-Task AUC Optimization. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE. 2019, 5660-5667.

[43] Wang Shuhui, Chen Yangyu, Zhuo Junbao, Huang Qingming, Tian Qi, ACM. Joint Global and Co-Attentive Representation Learning for Image-Sentence Retrieval. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18). 2018, 1398-1406.

[44] Cong, Runmin, Lei, Jianjun, Fu, Huazhu, Huang, Qingming, Cao, Xiaochun, Hou, Chunping. Co-Saliency Detection for RGBD Images Based on Multi-Constraint Feature Matching and Cross Label Propagation. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2018, 27(2): 568-579.

[45] Chen, Yangyu, Wang, Shuhui, Zhang, Weigang, Huang, Qingming, Ferrari, V, Hebert, M, Sminchisescu, C, Weiss, Y. Less Is More: Picking Informative Frames for Video Captioning. COMPUTER VISION - ECCV 2018, PT XIII. 2018, 11217: 367-384. 

[46] Du, Dawei, Wen, Longyin, Qi, Honggang, Huang, Qingming, Tian, Qi, Lyu, Siwei. Iterative Graph Seeking for Object Tracking. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2018, 27(4): 1809-1821.

[47] Xu Qianqian, Xiong Jiechao, Sun Xinwei, Yang Zhiyong, Cao Xiaochun, Huang Qingming, Yao Yuan, ACM. A Margin-based MLE for Crowdsourced Partial Ranking. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18). 2018, 591-599.

[48] Jiang Yangbangyan, Yang Zhiyong, Xu Qianqian, Cao Xiaochun, Huang Qingming, ACM. When to Learn What: Deep Cognitive Subspace Clustering. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18). 2018, 718-726.

[49] Li Liang, Wang Shuhui, Jiang Shuqiang, Huang Qingming, ACM. Attentive Recurrent Neural Network for Weak-supervised Multi-label Image Classification. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18). 2018, 1092-1100.

[50] Wu Yiling, Wang Shuhui, Huang Qingming, ACM. Learning Semantic Structure-preserved Embeddings for Cross-modal Retrieval. PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18). 2018, 825-833.

[51] Qi, Yuankai, Qin, Lei, Zhang, Jian, Zhang, Shengping, Huang, Qingming, Yang, MingHsuan. Structure-Aware Local Sparse Coding for Visual Tracking. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2018, 27(8): 3857-3869.

[52] Xue, Zhe, Li, Guorong, Huang, Qingming. Joint multi-view representation and image annotation via optimal predictive subspace learning. INFORMATION SCIENCES[J]. 2018, 451: 180-194.

[53] Xu Qianqian, Xiong Jiechao, Chen Xi, Huang Qingming, Yao Yuan, AAAI. HodgeRank with Information Maximization for Crowdsourced Pairwise Ranking Aggregation. THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2018, 4326-4334.

[54] Du, Dawei, Qi, Yuankai, Yu, Hongyang, Yang, Yifan, Duan, Kaiwen, Li, Guorong, Zhang, Weigang, Huang, Qingming, Tian, Qi, Ferrari, V, Hebert, M, Sminchisescu, C, Weiss, Y. The Unmanned Aerial Vehicle Benchmark: Object Detection and Tracking. COMPUTER VISION - ECCV 2018, PT X. 2018, 11214: 375-391. 

[55] Xue, Zhe, Li, Guorong, Wang, Shuhui, Zhang, Weigang, Huang, Qingming. Bilevel Multiview Latent Space Learning. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2018, 28(2): 327-341.

[56] Yang Zhiyong, Xu Qianqian, Cao Xiaochun, Huang Qingming, AAAI. From Common to Special: When Multi-Attribute Learning Meets Personalized Opinions. THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2018, 515-522.

[57] Zhang, Liang, Ma, Bingpeng, Li, Guorong, Huang, Qingming, Tian, Qi. Generalized Semi-supervised and Structured Subspace Learning for Cross-Modal Retrieval. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2018, 20(1): 128-141. 

[58] Huang, Jun, Li, Guorong, Huang, Qingming, Wu, Xindong. Joint Feature Selection and Classification for Multilabel Learning. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2018, 48(3): 876-889.

[59] Zhuo, Junbao, Wang, Shuhui, Zhang, Weigang, Huang, Qingming, ACM. Deep Unsupervised Convolutional Domain Adaptation. PROCEEDINGS OF THE 2017 ACM MULTIMEDIA CONFERENCE (MM'17). 2017, 261-269.

[60] Zhang, Liang, Ma, Bingpeng, Li, Guorong, Huang, Qingming, Tian, Qi. Cross-Modal Retrieval Using Multiordered Discriminative Structured Subspace Learning. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2017, 19(6): 1220-1233.

[61] Song, Guoli, Wang, Shuhui, Huang, Qingming, Tian, Qi. Multimodal Similarity Gaussian Process Latent Variable Model. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2017, 26(9): 4168-4181.

[62] Du, Dawei, Qi, Honggang, Wen, Longyin, Tian, Qi, Huang, Qingming, Lyu, Siwei. Geometric Hypergraph Learning for Visual Tracking. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2017, 47(12): 4182-4195.

[63] Qi, Honggang, Huang, Qingming, Gao, Wen. A Bit-Plane Decomposition Matrix-Based VLSI Integer Transform Architecture for HEVC. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS[J]. 2017, 64(3): 349-353.

[64] Song, Guoli, Wang, Shuhui, Huang, Qingming, Tian, Qi, IEEE. Multimodal Gaussian Process Latent Variable Models with Harmonization. 2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV). 2017, 5039-5047. 

[65] Xu Qiandian, Yan Ming, Huang Chendi, Xiong Jiechao, Huang Qingming, Yao Yuan, ACM. Exploring Outliers in Crowdsourced Ranking for QoE. PROCEEDINGS OF THE 2017 ACM MULTIMEDIA CONFERENCE (MM'17). 2017, 1540-1548.

[66] Yang, Shijie, Li, Liang, Wang, Shuhui, Zhang, Weigang, Huang, Qingming, IEEE. A Graph Regularized Deep Neural Network for Unsupervised Image Representation Learning. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017). 2017, 7053-7061. 

[67] Wu, Yiling, Wang, Shuhui, Huang, Qingming, IEEE. Online Asymmetric Similarity Learning for Cross-Modal Retrieval. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017). 2017, 3984-3993. 

[68] Zhang, Liang, Ma, Bingpeng, Li, Guorong, Huang, Qingming, Tian, Qi, ACM. Multi-Networks Joint Learning for Large-Scale Cross-Modal Retrieval. PROCEEDINGS OF THE 2017 ACM MULTIMEDIA CONFERENCE (MM'17). 2017, 907-915.

[69] Zhang, Yanhao, Qin, Lei, Ji, Rongrong, Zhao, Sicheng, Huang, Qingming, Luo, Jiebo. Exploring Coherent Motion Patterns via Structured Trajectory Learning for Crowd Mood Modeling. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2017, 27(3): 635-648.

[70] Zhang, Jiaming, Wang, Shuhui, Huang, Qingming. Location-Based Parallel Tag Completion for Geo-Tagged Social Image Retrieval. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY[J]. 2017, 8(3).

[71] Du, Dawei, Qi, Honggang, Li, Wenbo, Wen, Longyin, Huang, Qingming, Lyu, Siwei. Online Deformable Object Tracking Based on Structure-Aware Hyper-Graph. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2016, 25(8): 3572-3584.

[72] Xu, Yingkun, Qin, Lei, Huang, Qingming. Coupling Reranking and Structured Output SVM Co-Train for Multitarget Tracking. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2016, 26(6): 1084-1098.

[73] Qi, Yuankai, Zhang, Shengping, Qin, Lei, Yao, Hongxun, Huang, Qingming, Lim, Jongwoo, Yang, MingHsuan, IEEE. Hedged Deep Tracking. 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2016, 4303-4311. 

[74] Zhang, Liang, Ma, Bingpeng, Li, Guorong, Huang, Qingming, Tian, Qi, ACM. PL-ranking: A Novel Ranking Method for Cross-Modal Retrieval. MM'16: PROCEEDINGS OF THE 2016 ACM MULTIMEDIA CONFERENCE. 2016, 1355-1364.

[75] Shen, Li, Lin, Zhouchen, Huang, Qingming, Leibe, B, Matas, J, Sebe, N, Welling, M. Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks. COMPUTER VISION - ECCV 2016, PT VII. 2016, 9911: 467-482. 

[76] Pang, Junbiao, Tao, Fei, Zhang, Chunjie, Zhang, Weigang, Huang, Qingming, Yin, Baocai. Robust Latent Poisson Deconvolution From Multiple Features for Web Topic Detection. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2016, 18(12): 2482-2493.

[77] He Jianfeng, Ma Bingpeng, Wang Shuhui, Liu Yugui, Huang Qingming, ACM. Cross-modal Retrieval by Real Label Partial Least Squares. MM'16: PROCEEDINGS OF THE 2016 ACM MULTIMEDIA CONFERENCE. 2016, 227-231.

[78] Xue Zhe, Li Guorong, Huang Qingming, AAAI. Joint Multi-View Representation Learning and Image Tagging. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2016, 1366-1372.

[79] Shen, Li, Sun, Gang, Huang, Qingming, Wang, Shuhui, Lin, Zhouchen, Wu, Enhua. Multi-Level Discriminative Dictionary Learning With Application to Large Scale Image Classification. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2015, 24(10): 3109-3123.

[80] Chu, Lingyang, Wang, Shuhui, Liu, Siyuan, Huang, Qingming, Pei, Jian. ALID: Scalable Dominant Cluster Detection. PROCEEDINGS OF THE VLDB ENDOWMENT[J]. 2015, 8(8): 826-837. 

[81] Wang Zhiyi, Li Liang, Huang Qingming, ACM. Cross-media Topic Detection with Refined CNN based Image-Dominant Topic Model. MM'15: PROCEEDINGS OF THE 2015 ACM MULTIMEDIA CONFERENCE. 2015, 1171-1174.

[82] Shen Li, Sun Gang, Lin Zhouchen, Huang Qingming, Wu Enhua, Yang Q, Wooldridge M. Adaptive Sharing for Image Classification. PROCEEDINGS OF THE TWENTY-FOURTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI). 2015, 2183-2190.

[83] Song, Guoli, Wang, Shuhui, Huang, Qingming, Tian, Qi, IEEE. Similarity Gaussian Process Latent Variable Model for Multi-Modal Data Analysis. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV). 2015, 4050-4058. 

[84] Zhang, Yanhao, Qin, Lei, Ji, Rongrong, Yao, Hongxun, Huang, Qingming. Social Attribute-Aware Force Model: Exploiting Richness of Interaction for Abnormal Crowd Detection. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2015, 25(7): 1231-1245.

[85] Zhang, Shiliang, Tian, Qi, Huang, Qingming, Gao, Wen, Rui, Yong. USB: Ultrashort Binary Descriptor for Fast Visual Matching and Retrieval. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2014, 23(8): 3671-3683.

[86] Zhang, Shiliang, Tian, Qi, Huang, Qingming, Gao, Wen, Rui, Yong. Cascade Category-Aware Visual Search. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2014, 23(6): 2514-2527.

[87] Wang, Xi, Su, Li, Qi, Honggang, Huang, Qingming, Li, Guorong. Face Distortion Recovery Based on Online Learning Database for Conversational Video. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2014, 16(8): 2130-2140.

[88] Xu, Qianqian, Xiong, Jiechao, Huang, Qingming, Yao, Yuan. Online HodgeRank on Random Graphs for Crowdsourceable QoE Evaluation. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2014, 16(2): 373-386.

[89] Chu, Lingyang, Jiang, Shuqiang, Wang, Shuhui, Zhang, Yanyan, Huang, Qingming. Robust Spatial Consistency Graph Model for Partial Duplicate Image Retrieval. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2013, 15(8): 1982-1996.

[90] Shen, Li, Wang, Shuhui, Sun, Gang, Jiang, Shuqiang, Huang, Qingming, IEEE. Multi-Level Discriminative Dictionary Learning towards Hierarchical Visual Categorization. 2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2013, 383-390. 

[91] Zhang, Shiliang, Tian, Qi, Lu, Ke, Huang, Qingming, Gao, Wen. Edge-SIFT: Discriminative Binary Descriptor for Scalable Partial-Duplicate Mobile Search. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2013, 22(7): 2889-2902.

[92] Li, Guorong, Huang, Qingming, Qin, Lei, Jiang, Shuqiang. SSOCBT: A Robust Semisupervised Online CovBoost Tracker That Uses Samples Differently. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2013, 23(4): 695-709.

[93] Liu, Huiying, Xu, Dong, Huang, Qingming, Li, Wen, Xu, Min, Lin, Stephen, IEEE. Semantically-based Human Scanpath Estimation with HMMs. 2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV). 2013, 3232-3239. 

[94] Wang, Shuhui, Huang, Qingming, Jiang, Shuqiang, Tian, Qi. (SMKL)-M-3: Scalable Semi-Supervised Multiple Kernel Learning for Real-World Image Applications. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2012, 14(4): 1259-1274.

[95] Wang Shuhui, Jiang Shuqiang, Huang Qingming, Tian Qi, IEEE. Multi-feature Metric Learning with Knowledge Transfer among Semantics and Social Tagging. 2012 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2012, 2240-2247. 

[96] Xu, Qianqian, Huang, Qingming, Jiang, Tingting, Yan, Bowei, Lin, Weisi, Yao, Yuan. HodgeRank on Random Graphs for Subjective Video Quality Assessment. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2012, 14(3): 844-857.

[97] Li, Liang, Jiang, Shuqiang, Huang, Qingming. Learning Hierarchical Semantic Description Via Mixed-Norm Regularization for Image Understanding. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2012, 14(5): 1401-1413.

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Patents

40+ US and China patents have been granted/filed.

Research Interests

Multimedia Computing, Image/Video Processing, Pattern Recognition, Computer Vision

Collaboration

University of Texas at San Antonio, USA
University of Newcastle, Australia
National University of Singapore, Singapore
Nanyang Technological University, Singapore
Microsoft Research Asia, China
NEC Research China, China