General

I am currently a professor and Ph.D. supervisor with the Chinese Academy of Sciences (CASIA), and interested in algorithms like Deep Learning, Reinforcement Learning, and Evolutionary Learning.

Email:   jlxing(at)nlpr(dot)ia(dot)ac(dot)cn

Phone: +86-010-8254-4598

Office:  Room 403, Intelligent Building

No. 95, Zhongguancun East Road, Beijing, China

Education

  •  PhD in Computer Science Tsinghua University, Beijing, 2007.09 ~ 2012.07. Research area: Computer Vision, Pattern Recognition, Machine Learning; Advisor: Prof. Haizhou Ai.
  •  BE in Computer Science and Applied Mathematics (Dual Degrees) - Xi'an Jiaotong University, Xi'an, Shaanxi, 2003.09 ~ 2007.07.

Publications

Books and Translations

Ÿ  Jianbin Xie, Junliang Xing, et al. Twenty Lectures on Vision Machine Learning. Tsinghua University Press, 2015.

Ÿ  Richard Szeliski, Computer Vision: Algorithms and Applications. Translated by Haizhou Ai, Junliang Xing et al. Tsinghua University Press, 2012.

Ÿ  Milan Sonka, Vaclav Hlavac and Roger Boyle, Image Processing, Analysis, and Machine Vision (4rd edition). Translated by Junliang Xing. Tsinghua University Press, 2016.


Selected Journal Publications

  • Junliang Xing#, Zhiheng Niu, Junshi Huang, Weiming Hu*, Xi Zhou, and Shuicheng Yan. Towards Robust and Accurate Multi-view and Partially-occluded Face Alignment. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 40, no. 4, pp. 987-1001, 2018.
  • Junliang Xing#*, Haizhou Ai, Liwei Liu, and Shihong Lao, Multiple Players Tracking in Sports Video: A Dual-Mode Two-Way Bayesian Inference Approach with Progressive Observation Modeling, IEEE Transactions on Image Processing (TIP), vol. 20, no. 6, pp. 1652-67, Jun. 2011.
  • Junliang Xing#*, Weiming Hu, Haizhou Ai, and Shuicheng Yan. FatRegion: A Fast, Adaptive, Tree-structured Region Extraction Approach. IEEE Transactions on Circuits, System and Video Technology (TCSVT), vol. 28, no. 3, pp. 601-615, 2018.
  • Junliang Xing#*, Kai Li#, Weiming Hu, Chunfeng Yuan, and Haibin Ling. Diagnosing Deep Learning Models for High Accuracy Age Estimation from A Single Image. Pattern Recognition (PR), vol. 66, pp. 95-105, 2017.
  • Jian Zhao, Junliang Xing*, Lin Xiong, Shuicheng Yan, Jiashi Feng. Recognizing Profile Faces by Imagining Frontal View. International Journal of Computer Vision (IJCV), vol. 128, pp. 460–478, 2020.
  • Xiaoshu Shao#, Junliang Xing#*, Jiangjing Lv, Xiangdong Zhou, Yu Shi, Steve Maybank. Robust Face Alignment via Deep Progressive Reinitialization and Adaptive Error-driven Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 10.1109/TPAMI.2021.3073593, 2021.
  • Wenhan Luo, Junliang Xing*, Anton Milan, Xiaoqin Zhang, Wei Liu, Tae-Kyun Kim. Multiple Object Tracking: A Literature Review. Artificial Intelligence (AI), vol. 293, pp. 1–23, 2021.
  • Luoqi Liu#, Junliang Xing#, Hui Xu, Si Liu, Xi Zhou, Shuicheng Yan. “Wow! You Are So Beautiful Today!” ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), vol. 11, no. 1, pp. 2014.
  • Jian Zhao, Lin Xiong, Jianshu Li, Junliang Xing, Shuicheng Yan, and Jiashi Feng. 3D-Aided Dual-Agent GANs for Unconstrained Face Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 41, no. 10, pp. 2380-2394, 2019.
  • Weiming Hu, Jin Gao, Junliang Xing, Chao Zhang, and Steve Maybank, Semi-Supervised Tensor-Based Graph Embedding Learning and Its Application to Visual Discriminant Tracking. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 39, no. 1, pp. 172-188, 2017.
  • Pengfei Zhang, Cuiling Lan*, Junliang Xing, Wenjun Zeng, Jianru Xue* and Nanning Zheng. View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 41, no. 8, pp. 1963-1978, 2019.
  • Jin Gao, Qiang Wang, Junliang Xing, Weiming Hu, and Steve Maybank, Tracking-by-Fusion via Gaussian Process Regression Extended to Transfer Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 42, no. 4, pp. 939-955, 2020.
  • Weiming Hu, Xinchu Shi, Zongwei Zhou, Junliang Xing, Haibin Ling, and Steve Maybank. Dual L1-Normalized Context Aware Tensor Power Iteration and Its Applications to Multi-object Tracking and Multi-graph Matching. International Journal of Computer Vision (IJCV), vol. 128, no. 2, pp. 360-392, 2020.
  • Xinchu Shi, Haibin Ling, Yu Pang, Weiming Hu*, Peng Chu, and Junliang Xing. Rank-1 Tensor Approximation for High-Order Association in Multi-Target Tracking. International Journal of Computer Vision (IJCV), vol. 127, no. 8, pp.1063–1083, 2019.
  • Bing Li, Weihua Xiong, Weiming Hu*, Brian Funt, and Junliang Xing, Multi-Cue Illumination Estimation via a Tree-Structured Group Joint Sparse Representation. International Journal on Computer Vision (IJCV), vol. 117, no. 1, pp. 21-47, March 2016.
  • Zhu Teng, Junliang Xing*, and Qiang Wang. Robust Object Tracking based on Temporal and Spatial Deep Networks, IEEE Transactions on Image Processing (TIP), vol. 29, no. 1, pp. 1762-1775. 2020.
  • Xuecheng Nie, Jaishi Feng, Junliang Xing, and Shuicheng Yan. Hierarchical Contextual Refinement Networks for Human Pose Estimation. IEEE Transactions on Image Processing (TIP), vol. 28, no. 2, pp. 924 - 936, 2019.
  • Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu. Spatio-Temporal Attention-Based LSTM Networks for 3D Action Recognition and Detection. IEEE Transactions on Image Processing (TIP), vol. 27, no. 7, pp. 3459-3471, 2018.
  • Weiming Hu*#, Yabo Fan, Junliang Xing, Liang Sun, Zhaoquan Cai, Stephen Maybank. Deep Constrained Siamese Hash Coding Network and Load-Balanced Locality-Sensitive Hashing for Near Duplicate Image Detection. IEEE Transactions on Image Processing (TIP), vol. 27, no. 9, pp. 4452-4484, 2018.
  • Shan Gao, Qixiang Ye, Junliang Xing, Arjan Kuijper, Zhenjun Han, Jianbin Jiao, Xiangyang Ji. Beyond group: Multiple person tracking via minimal topology-energy-variation. IEEE Transactions on Image Processing (TIP), vol. 26, no. 12, pp. 5575-5589, 2017.
  • Xiaolin Song, Cuiling Lan, Wenjun Zeng, Junliang Xing, Xiaoyan Sun, Jingyu Yang. Temporal-Spatial Mapping for Action Recognition. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), vol. 30, no. 3, pp. 748-759, 2020.
  • Zhaoju Li, Zhenjun Han, Junliang Xing, Qixiang Ye, Xuehui Yua, and Jianbin Jiao. High Performance Person Re-identification via a Boosting Ranking Ensemble. Pattern Recognition (PR), vol. 94, pp. 187-195, 2019.
  • Hao Yang, Chunfeng Yuan, Bing Li, Yang Du, Junliang Xing, Weiming Hu, Stephen Maybank. Asymmetric 3D Convolutional Neural Networks for Action Recognition. Pattern Recognition (PR), vol. 85, pp. 1-12, 2018.
  • Chi Su, Shiliang Zhang, Junliang Xing, Wen Gao, and Qi Tian. Multi-type Attributes Driven Multi-Camera Person Re-Identification. Pattern Recognition (PR), vol. 75, pp. 77-89, 2018.
  • Kai Li, Junliang Xing*, Weiming Hu, and Stephen Maybank. D2C: Deep cumulatively and comparatively learning for human age estimation. Pattern Recognition (PR), vol. 66, pp. 95-105, 2017.
  • Jiaying Liu, Yanghao Li, Sijie Song, Junliang Xing, Cuiling Lan, Wenjun Zeng. Multi-Modality Multi-Task Recurrent Neural Network for Online Action Detection. IEEE Transactions on Circuits, System and Video Technology (TCSVT), vol. 29, no. 9, pp. 2667-2682, 2019.
  • Junshi Huang, Si Liu, Junliang Xing, Tao Mei, Shuicheng Yan. Circle & Search: Attribute-aware Shoe Retrieval. ACM Transactions Multimedia Computing, Communications, and Applications. (TOMM), 2014.
  • Zhaoju Li*, Zongwe Zhou*, Nan Jiang, Zhenjun Han#, Junliang Xing, and Jianbin Jiao. Spatial Preserved Graph Convolution Networks for Person Re-identification. ACM Transactions Multimedia Computing, Communications, and Applications (TOMM), vol.16, no.1s, pp. 26:1–26:14, 2020.
  • Genquan Duan, Haizhou Ai, Junliang Xing, Song Cao, and Shihong Lao, Scene Aware Detection and Block Assignment Tracking in Crowded Scenes. Image and Vision Computing (IVC), vol.30 no.4-5, pp.292-305, May, 2012.
  • Jun Li, Chang Xu, Mingming Gong, Junliang Xing, Wankou Yang and Changyin Sun. Serve: Soft and Equalized Residual Vectors for Image Retrieval. Neurocomputing, vol. 207, pp. 202-212, Sep. 2016.


Selected Conference Publications

  • Junliang Xing, Zhiheng Niu, Junshi Huang, Weiming Hu, Shuicheng Yan. Towards Multi-view and Partially-occluded Face Alignment. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.
  • Junliang Xing, Jin Gao, Bin Li, Weiming Hu, Shuicheng Yan. Robust Object Tracking with Online Multi-lifespan Dictionary Learning. In IEEE International Conference on Computer Vision (ICCV), 2013.
  • Junliang Xing, Haizhou Ai and Shihong Lao, Multi-Object Tracking through Occlusions by Local Tracklets Filtering and Global Tracklets Association with Detection Responses, In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009.
  • Junliang Xing, Liwei Liu, Haizhou Ai and Shihong Lao. Robust Crowd Counting Using Detection Flow, In IEEE International Conference on Image Processing (ICIP), 2011.
  • Junliang Xing, Liwei Liu and Haizhou Ai, Background Subtraction through Multiple Life Span Modeling, In IEEE International Conference on Image Processing (ICIP), 2011.
  • Junliang Xing, Haizhou Ai and Shihong Lao, Multiple Human Tracking Based on Multi-View Upper-Body Detection and Discriminative Learning, In IEEE International Conference on Pattern Recognition (ICPR), 2010.
  • Junliang Xing, Haizhou Ai and Shihong Lao. Hierarchical Pedestrian Segmentation in Video, In Asian Conference on Pattern Recognition (ACPR), 2011.
  • Kai Li#, Junliang Xing#, Chi Su, Weiming Hu, Yundong Zhang, Stephen Maybank. Deep Cost-sensitive and Order-preserving Feature Learning for Cross-population Age Estimation. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
  • Peixi Peng, Junliang Xing*, and Lili Cao. Hybrid Learning for Multi-agent Cooperation with Sub-optimal Demonstrations. In International Joint Conferences on Artificial Intelligence (IJCAI), 2020.
  • Yongxin Kang, Enmin Zhao, Kai Li, and Junliang Xing*. Exploration via State influence Modeling. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2021.
  • Enmin Zhao, Shihong Deng, Yifan Zang, Yongxin Kang, and Junliang Xing*. Potential Driven Reinforcement Learning for Hard Exploration Tasks. In International Joint Conferences on Artificial Intelligence (IJCAI), 2020.
  • Pengfei Zhang, Cuiling Lan, Wenjun Zeng, Junliang Xing, Jianru Xue, and Nanning Zheng. Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
  • Shaoru Wang, Yongchao Gong, Junliang Xing*, Lichao Huang, Chang Huang, Weiming Hu. RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2020.
  • Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Li, Xudong Zou. PedHunter: Occlusion Robust Pedestrian Detector in Crowded Scenes. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2020.
  • Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Li, Xudong Zou. Relational Learning for Joint Head and Human Detection. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2020.
  • Yangru Huang, Peixi Peng, Yi Jin#, Yidong Li, Junliang Xing, and Shiming Ge. Domain Adaptive Attention Learning for Unsupervised Person Re-Identification. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2020.
  • Jian Zhao, Jianshu Li, Xiaoguang Tu, Fang Zhao, Yuan Xin, Junliang Xing, Hengzhu Liu, Shuicheng Yan, and Jiashi Feng. Multi-Prototype Networks for Unconstrained Set-based Face Recognition. In International Joint Conferences on Artificial Intelligence (IJCAI), 2019.
  • Jian Zhao, Yu Cheng, Yi Cheng, Yang Yang, Haochong Lan, Fang Zhao, Lin Xiong, Yan Xu, Jianshu Li, Sugiri Pranata, Shengmei Shen, Junliang Xing, Hengzhu Liu, Shuicheng Yan, and Jiashi Feng. Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face Recognition. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2019.
  • Peixi Peng, Junliang Xing*, Lili Cao, Lisen Mu and Chang Huang. Learning Deep Decentralized Policy Network by Collective Rewards for Real-Time Combat Game. In International Joint Conferences on Artificial Intelligence (IJCAI), 2019.
  • Bo Li, Wei Wu, Qiang Wang, Fangyi Zhang, Junliang Xing and Junjie Yan. SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
  • Cheng Chi, Shifeng Zhang, Junliang Xing, Zhen Lei, Stan Li, and Xudong Zhou. Selective Refinement Network for High Performance Face Detection. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2019.
  • Weipeng Lin, Yi Jin*, Yidong Li, Xiaoliang Yang, Peixi Peng, Junliang Xing. Multi-View Learning for Vehicle Re-Identification. In IEEE International Conference on Multimedia and Expo (ICME), 2019.
  • Luoqi Liu, Hui Xu, Junliang Xing, Si Liu, Xi Zhou, Shuicheng Yan. “Wow! You Are So Beautiful Today!” In ACM International Conference on Multimedia (ACM MM), 2013.
  • Qiang Wang, Mengdan Zhang, Junliang Xing*, Jin Gao, Weiming Hu, Steve Maybank. Do not Lose the Details: Reinforced Representation Learning for High Performance Visual Tracking. In International Joint Conferences on Artificial Intelligence (IJCAI), 2018.
  • Jian Zhao, Yu Cheng, Lin Xiong, Yi Cheng, Jianshu Li, Li Zhou, Yan Xu, Jayashree Karlekar, Sugiri Pranata, Junliang Xing, Shengmei Shen, Shuicheng Yan, Jiashi Feng. 3D-Aided Deep Pose-Invariant Face Recognition. In International Joint Conferences on Artificial Intelligence (IJCAI), 2018.
  • Qiang Wang, Zhu Teng, Junliang Xing*, Jin Gao, Weiming Hu, and Stephen Maybank. Learning Attentions: Residual Attentional Siamese Network for High Performance Online Visual Tracking. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
  • Jian Zhao, Yu Cheng, Yan Xu, Lin Xiong, Jianshu Li, Fang Zhao, Karlekar Jayashree, Sugiri Pranata, Shengmei Shen, Junliang Xing, Shuicheng Yan, Jiashi Feng. Towards Pose Invariant Face Recognition in the Wild. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
  • Mengdan Zhang, Qiang Wang, Junliang Xing, Jin Gao, Peixi Peng, Weiming Hu, Steve Maybank. Visual Tracking via Spatially Aligned Correlation Filters Network. In European Conference on Computer Vision (ECCV), 2018.
  • Xuecheng Nie, Jiashi Feng, Junliang Xing, Shuicheng Yan. Pose Partition Networks for Multi-Person Pose Estimation. In European Conference on Computer Vision (ECCV), 2018.
  • Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu. Skeleton-Indexed Deep Multi-Modal Feature Learning for High Performance Human Action Recognition. In IEEE International Conference on Multimedia and Expo (ICME), 2018.
  • Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu. An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2017.
  • Zhu Teng, Junliang Xing, Qiang Wang, Congyan Lang, Songhe Feng, Yi Jin. Robust Object Tracking based on Temporal and Spatial Deep Networks. In IEEE International Conference on Computer Vision (ICCV), 2017.
  • Pengfei Zhang, Cuiling Lan, Junliang Xing, Wenjun Zeng, Jianru Xue, Nanning Zheng. View Adaptive Recurrent Neural Networks for High Performance Human Action Recognition from Skeleton Data. In IEEE International Conference on Computer Vision (ICCV), 2017.
  • Jiangjing Lv, Xiaohu Shao, Junliang Xing, Cheng Cheng, Xi Zhou. A Deep Regression Architecture with Two-Stage Re-initialization for High Performance Facial Landmark Detection. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
  • Ke Sun, Cuiling Lan, Junliang Xing, Wenjun Zeng, Dong Liu, Jingdong Wang. Human Pose Estimation using Global and Local Normalization. In IEEE International Conference on Computer Vision (ICCV), 2017.
  • Chi Su, Jianing Li, Shiliang Zhang, Junliang Xing, Wen Gao, Qi Tian. Pose-driven Deep Convolutional Model for Person Re-identification. In IEEE International Conference on Computer Vision (ICCV), 2017.
  • Wenhan Yang, Shihong Deng, Yueyu Hu, Junliang Xing, Jiaying Liu. Real-Time Deep Video SpaTial Resolution Up Conversion SysTem (STRUCT++ Demo). In ACM International Conference on Multimedia (ACM MM), 2017.
  • Shengtao Xiao, Jiashi Feng, Junliang Xing, Hanjiang Lai, Shuicheng Yan, and Ashraf Kassim. Robust Facial Landmark Detectio via Recurrent Attentive-Refinement Networks. In European Conference on Computer Vision (ECCV), 2016.
  • Yanghao Li, Cuiling Lan, Junliang Xing, Wenjun Zeng, Chunfeng Yuan, and Jiaying Liu. Online Human Action Detection Using Joint Classification-Regression Recurrent Neural Networks. In European Conference on Computer Vision (ECCV), 2016.
  • Chi Su, Shiliang Zhang, Junliang Xing, Wen Gao, and Qi Tian. Deep Attributes Driven Multi-Camera Person Re-identification. In European Conference on Computer Vision (ECCV), 2016.
  • Xinchu Shi, Haibing Lin, Weiming Hu, Junliang Xing, and Yanning Zhang. Tensor Power Iteration for Multi-Graph Matching. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
  • Wentao Zhu, Cuiling Lan, Junliang Xing, Wenjun Zeng, Yanghao Li, Li Shen, Xiaohui Xie. Co-occurrence Feature Learning for Skeleton based Action Recognition using Regularized Deep LSTM Networks. In AAAI Annual Conference on Artificial Intelligence (AAAI), 2016.
  • Lin Ma, Xiaoqin Zhang, Weiming Hu, Junling Xing, Jiwen Lu, Jie Zhou. Local Subspace Collaborative Tracking. In IEEE International Conference on Computer Vision (ICCV), 2015.
  • Shaoxin Li, Junliang Xing, Zhiheng Niu, Shiguang Shan, Shuicheng Yan. Shape Driven Kernel Adaptation in Convolutional Neural Network for Robust Facial Traits Recognition. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.
  • Jin Gao, Haibin Lin, Weiming Hu, Junliang Xing. Transfer Learning Based Visual Tracking with Gaussian Process Regression. In European Conference on Computer Vision (ECCV), 2014.
  • Xinchu Shi, Haibin Lin, Weimign Hu, Chunfeng Yuan, Junliang Xing. Multi-target Tracking with Motion Context in Tensor Power Iteration. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.
  • Jin Gao, Junliang Xing, Weiming Hu. Discriminant Tracking Using Tensor Representation with Semi-supervised Improvement. In IEEE International Conference on Computer Vision (ICCV), 2013.
  • Xinchu Shi, Haibin Ling, Junliang Xing, Weiming Hu. Multi-target Tracking by Rank-1 Tensor Approximation. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013.