简 历:
中国科学院计算技术研究所副研究员,硕士生导师。主要研究基于计算机视觉的情感感知与理解方法,重点关注人脸表情分析、视线估计及其在孤独症早期客观评估等方面的应用。分别于2011年和2017年获北京航空航天大学工学学士和工学博士学位,2013-2015年访学于美国卡内基梅隆大学。主持2项国家自然科学基金(青年基金1项、面上项目1项),参与中科院国际合作项目等。在包括IEEE T-PAMI、IEEE T-IP、CVPR、ICCV、ECCV在内的领域内高水平期刊和会议上共发表论文20余篇,入选2020年度IEEE TIP下载量前25文章,获得相关国际学术竞赛冠军2次,中科院计算所优秀科研人员(2020年),担任IEEE T-PAMI、IEEE T-IP、IEEE T-AC、CVPR、ICCV、ECCV、ICLR等国际期刊和会议审稿人。
教育及工作经历:
2021年9月 — 今:中科院计算所,副研究员
2017年4月 — 2021年9月:中科院计算所,助理研究员
2013年9月 — 2015年8月:美国卡内基梅隆大学,访学(国家留学基金委资助)
2011年9月 — 2017年3月:北京航空航天大学,计算机学院,博士生
2007年9月 — 2011年7月:北京航空航天大学,高等工程学院,本科生
VIPL实验室个人主页:https://vipl.ict.ac.cn/people/jbzeng/
个人主页:https://dualplus.github.io/
谷歌学术主页:https://scholar.google.com/citations?user=N9elZDYAAAAJ&hl=zh-CN
主要论著:
期刊文章:
[1] Yong Li, Jiabei Zeng, Shiguang Shan. Learning Representations for Facial Actions from Unlabeled Videos. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020.
[2] Yong Li, Jiabei Zeng, Shiguang Shan, Xilin Chen. Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism. IEEE Transactions on Image Processing, 2019, 28(5): 2439-2450.
[3] Jiabei Zeng, Yang Liu, Biao Leng, Zhang Xiong, Yiu-ming Cheung. Dimensionality Reduction in Multiple Ordinal Regression. IEEE transactions on neural networks and learning systems, 2018, 29(9): 4088-4101.
[4] Jiabei Zeng, Wen-Sheng Chu, Fernando De la Torre, Jeffrey F. Cohn, and Zhang Xiong. Confidence Preserving Machine for Facial Action Unit Detection. IEEE Transactions on Image Processing, 2016, 25(10): 4753-4767.
[5] Jiabei Zeng, Biao Leng, and Zhang Xiong. 3-D Object Retrieval using Topic Model. Multimedia Tools and Applications, 2015, 75(18): 7859-7881.
[6] Biao Leng, Jiabei Zeng, Min Yao, and Zhang Xiong. 3D Object Retrieval With Multi-topic Model Combining Relevance Feedback and LDA Model. IEEE Transactions on Image Processing, 2015, 24(1): 94-105.
[7] Biao Leng, Jiabei Zeng, Zhang Xiong, Weifeng Lv, Yueliang Wan. Probability tree based passenger flow prediction and its application to the Beijing subway system. Frontiers of Computer Science, 2013, 7(2): 195-203.
[8] Jia-Bei Zeng, Biao Leng, Zhang Xiong, Zheng Qin. Pedestrian dynamics in a two-dimensional complex scenario using a local view floor field model. International Journal of Modern Physics C, 2011.8.01, 22(8): 775-803.
会议文章:
[1] Xin Cai, Jiabei Zeng, Shiguang Shan, Xilin Chen. Source-free Adaptive Gaze Estimation with Uncertainty Reduction. CVPR 2023.
[2] Fei Chang, Jiabei Zeng, Qiaoyun Liu, and Shiguang Shan. Gaze Pattern Recognition in Dyadic Communication. Proceedings of the 2023 Symposium on Eye Tracking Research and Applications (ETRA ’23).
[3] Yuanyuan Liu, Wei Dai, Chuanxu Feng, Wenbin Wang, Guanghao Yin, Jiabei Zeng, Shiguang Shan. MAFW: A Large-scale, Multi-modal, Compound Affective Database for Dynamic Facial Expression Recognition in the Wild. Proceedings of the 30th ACM International Conference on Multimedia. 2022.
[4] Yunjia Sun, Jiabei Zeng, Shiguang Shan, Xilin Chen. Cross-Encoder for Unsupervised Gaze Representation Learning. IEEE International Conference on Computer Vision (ICCV), 2021.
[5] Xin Cai, Jiabei Zeng, Shiguang Shan. Landmark-aware Self-supervised Eye Semantic Segmentation. International Conference on Automatic Face and Gesture Recognition, 2021.
[6] Xuran Sun, Jiabei Zeng, Shiguang Shan. Emotion-aware Contrastive Learning for Facial Action Unit Detection. International Conference on Automatic Face and Gesture Recognition, 2021.
[7] Yong Li, Jiabei Zeng, Shiguang Shan, Xilin Chen. Self-supervised Representation Learning from Videos for Facial Action Unit Detection. CVPR, 2019.
[8] Zijia Lu, Jiabei Zeng, Shiguang Shan, Xilin Chen. Zero-shot Facial Expression Recognition with Multi-label Label Propagation. Asian Conference on Computer Vision (ACCV), 2018.
[9] Jiabei Zeng, Shiguang Shan, Xilin Chen. Facial Expression Recognition with Inconsistently Annotated Datasets. European Conference on Computer Vision (ECCV), 2018.
[10] Yong Li, Jiabei Zeng, Shiguang Shan, Xilin Chen. Patch-Gated CNN for Occlusion-aware Facial Expression Recognition. International Conference on Pattern Recognition (ICPR), 2018.
[11] Yuanyuan Liu, Jiabei Zeng, Shiguang Shan, Zhuo Zheng. Multi-channel Pose-aware Convolution Neural Networks for Multi-view Facial Expression Recognition. IEEE International Conference on Automatic Face & Gesture Recognition (FG), 2018.
[12] Yong Li, Jiabei Zeng, Jie Zhang, Anbo Dai, Meina Kan, Shiguang Shan, and Xilin Chen. KinNet: Fine-to-Coarse Deep Metric Learning for Kinship Verification. In Proceedings of the Workshop on Recognizing Families In the Wild, 2017.
[13] Jiabei Zeng, Wen-Sheng Chu, Fernando De la Torre, Jeffrey F. Cohn and Zhang Xiong. Confidence Preserving Machine for Facial Action Unit Detection. IEEE International Conference on Computer Vision (ICCV), 2015, 3622-3630.
[14] Wen-Sheng Chu, Jiabei Zeng, Fernando De la Torre, Jeffrey F. Cohn, and Daniel S. Messinger. Unsupervised Synchrony Discovery in Human Interaction. IEEE International Conference on Computer Vision (ICCV), 2015.
科研项目:
[1] 国家自然基金面上项目:面部社交信号的视觉感知方法及其在孤独症早期筛查中的应用,项目负责人
[2] 国家自然基金青年项目:基于混合标签数据的自然表情识别,项目负责人
获奖及荣誉:
CVPR2021联合举办的视线估计竞赛冠军
ACM MM 2017 联合举办的大规模亲属关系识别竞赛冠军
ICMI 2018 联合举办的学生专注度估计比赛亚军
2020年中科院计算所优秀研究人员
北京航空航天大学优秀博士毕业论文
2017年北京市优秀毕业生
2015年国家奖学金(博士生)
曾加贝 副研究员
研究方向:
所属部门:智能信息处理重点实验室
导师类别:硕导
联系方式:jiabei.zeng@ict.ac.cn
个人网页:https://vipl.ict.ac.cn/people/jbzeng/