Xiaopeng HONG

Xiaopeng HONG

Ph.D.,
Professor, School of Computer Science & Technology, Harbin Institute of Technologe
Docent, CMVS, University of Oulu

Research

Incremental Learning/Continual Learning

Instance Incremental Learning

  • Xiaoyu Tao, Xiaopeng Hong, Xinyuan Chang, Yihong Gong. Bi-objective Continual Learning: Learning ‘New’ while Consolidating ‘Known,’ Proceedings of the AAAI Conference on Artificial Intelligence, AAAI20, 2020. “

Class Incremental Learning

  • Xiaoyu Tao, Xinyuan Chang, Xiaopeng Hong, Xing Wei, Yihong Gong. Topology-Preserving Class-Incremental Learning. ECCV20, 2020.

Few-shot Class Incremental Learning

  • Xiaoyu Tao, Xiaopeng Hong, Xinyuan Chang, Songlin Dong, Xing Wei, Yihong Gong. Few-Shot Class-Incremental Learning. Proceedings of the 2020 Conference on Computer Vision and Pattern Recognition, CVPR20, 2020. Oral
  • S. Dong, X. Hong, X. Tao, X. Chang, X. Wei, Y. Gong. Few-Shot Class-Incremental Learning via Relation Knowledge Distillation. AAAI, 2021.

Video Based Class Incremental Learning

  • J. Ma, X. Tao, J. Ma, X. Hong, Y. Gong. Class Incremental Learning For Video Action Classification. ICIP, 2021.

Visual Surveillence

Multi-Object Tracking (MOT)

  • Y. He, X. Wei, X. Hong, W. Shi and Y. Gong, “Multi-Target Multi-Camera Tracking by Tracklet-to-Target Assignment,” IEEE Transactions on Image Processing, vol. 29, pp. 5191-5205, 2020. DOI: 10.1109/TIP.2020.2980070

Crowd Counting

  • Zhiheng Ma, Xing Wei, Xiaopeng Hong, Yihong Gong. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2019, pp. 6142-6151

  • Z. Ma, X. Wei, X. Hong, H. Lin, Y. Qiu, Y. Gong. Learning to Count via Unbalanced Optimal Transport. AAAI, 2021.

  • Z. Ma, X. Wei, X. Hong, Y. Gong. Learning Scales from Points: A Scale-aware Probabilistic Model for Crowd Counting. ACM Multimedia, 2020.

  • Y. He, Z. Ma, X. Wei, X. Hong, W. Ke, Y. Gong. Error-Aware Density Isomorphism Reconstruction for Unsupervised Cross-Domain Crowd Counting. AAAI, 2021.

Person Re-Identification

  • X. Wei, D. Li, X. Hong, W. Ke, Y. Gong. Co-Attentive Lifting for Infrared-Visible Person Re-Identification. ACM Multimedia, 2020.

  • Diangang Li, Xing Wei, Xiaopeng Hong, Yihong Gong. Infrared-Visible Cross-Modal Person Re-Identification with an X Modality. Proceedings of the AAAI Conference on Artificial Intelligence, AAAI20, 2020.

  • X. Chang, Z. Ma, X. Wei, X. Hong, Y. Gong. Transductive Semi-Supervised Metric Learning for Person Re-identification. Pattern Recogntion, 2020.

Gesture Analysis and Action Recognition

  • Peng, W., Hong, X., Chen, H. and Zhao, G., 2020, April. Learning graph convolutional network for skeleton-based human action recognition by neural searching. In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 34, No. 03, pp. 2669-2676), AAAI20.

Scheduling and Allocation

Route Planning

MODEL VULNERABILITY AND ROBUSTNESS

MODEL VULNERABILITY

  • Wenjie Ding, Xing Wei, Rongrong Ji, Xiaopeng Hong*, Qi Tian and Yihong Gong, Beyond Universal Person Re-Identification Attack, in IEEE Transactions on Information Forensics and Security, vol. 16, pp. 3442-3455, 2021, doi: 10.1109/TIFS.2021.3081247. IEEE TIFS.

  • W. Ding, X. WEI, R. Ji, X. Hong, Y. Gong. Polynomial Universal Adversarial Perturbations for Person Re-Identification. International Conference on Pattern Recognition, ICPR, 2021.

FACIAL SUBTLE ACTION ANALYSIS

Micro-expression Recognition

  • Xiaobai Li, Xiaopeng Hong, Antti Moilanen, Xiaohua Huang, Thomas Pfister, Guoying Zhao, Matti Pietikäinen. Towards Reading Hidden Emotions: A Comparative Study of Spontaneous Micro-expression Spotting and Recognition Methods. IEEE Transactions on Affective Computing, Vol. 9, No. 4, pp. 563-577, IEEE TAFFC, 2018.

  • X. Hong; W. Peng; M. Harandi; Z. Zhou; M. Pietikäinen, and G. Zhao. Characterizing Subtle Facial Movements via Riemannian Manifold. ACM Transactions on Multimedia Computing Communications and Applications, Vol. 15, No. 3s, pp. 1-24, ACM TOMM, 2019.

  • Z. Xia; X. Hong; X. Gao; X. Feng; G. Zhao. Spatiotemporal Recurrent Convolutional Networks for Recognizing Spontaneous Micro-expressions. IEEE Transactions on Multimedia, Vol. 22, No. 3, pp. 626-640, IEEE TMM, 2019.

Remote Heart Beat Estimation

  • Zitong Yu#, Wei Peng#, Xiaobai Li, Xiaopeng Hong, Guoying Zhao, “Remote Heart Rate Measurement From Highly Compressed Facial Videos: An End-to-End Deep Learning Solution With Video Enhancement”, in 2019 IEEE/CVF International Conference on Computer Vision (ICCV). the IEEE Finland Section best student conference paper award 2020