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