基本信息

• 职称：副教授 (硕士生导师）

• 研究方向：计算机视觉、模式识别

• 电子邮箱：housaihui@bnu.edu.cn

个人简介

主要从事以人为中心的计算机视觉和增量学习等相关研究。目前在TPAMI、IJCV、TIFS和CVPR、ICCV、ECCV等期刊和会议发表40余篇论文，其中CCF-A类会议（含ECCV）和IEEE Trans期刊35篇，第一作者和通讯作者25篇，Google引用次数3100余次。申明专利20余项，主持国家自然科学基金青年基金和中央高校基本科研业务费专项资助项目，参与国家自然科学基金重点项目、面上项目以及多个企业横向合作项目。获中国科学技术大学优秀博士论文和中国科学院院长奖优秀奖，入选2023-2025北京市科协青年人才托举工程。

教育背景

• 2014年—2019年 中国科学技术大学信息科学技术学院，控制科学与工程专业，博士

• 2017年—2018年 香港中文大学信息工程系，MMLab，Research Assistant

• 2010年—2014年 中国科学技术大学信息科学技术学院，自动化专业，学士

工作经历

• 2024年至今     北京师范大学人工智能学院，副教授

• 2021年—2024年   北京师范大学人工智能学院，讲师

• 2019年—2021年   中国科学院自动化研究所，博士后

主持和参加的科研项目

• 国家自然科学基金委员会青年项目，基于自监督学习的步态识别泛化能力研究，2023-01-01 至 2025-12-31，主持。

• 中央高校基本科研业务费专项资助项目，基于剪影集合的步态识别可解释性研究，2021-10-01 至 2023-9-30，主持。

• 国家自然科学基金委员会面上项目，无人机视角步态识别研究，2023-01-01 至 2026-12-31，参与。

主要学术成果

代表性期刊论文（完整论文列表请参见Google Scholar主页）

[1] Saihui Hou, Zengbin Wang, Man Zhang, Chunshui Cao, Xu Liu, Yongzhen Huang, Edge-Oriented Adversarial Attack for Deep Gait Recognition, International Journal of Computer Vision (IJCV), 2024.(计算机视觉顶级期刊，CCF A类)

[2] Saihui Hou, Xuecai Hu, Chunshui Cao, Xu Liu, and Yongzhen Huang, Adaptive Knowledge Transfer for Weak-Shot Gait Recognition, in IEEE Transactions on Information Forensics and Security (TIFS), 2024. (IEEE Trans系列，CCF A类)

[3] Saihui Hou, Panjian Huang, Xu Liu, Chunshui Cao, and Yongzhen Huang, Cloth-Imbalanced Gait Recognition via Hallucination, in IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024.(IEEE Trans系列，CCF-B类)

[4] Panjian Huang*, Saihui Hou*, Chunshui Cao, Xu Liu, Xuecai Hu, and Yongzhen Huang, Integral Pose Learning via Appearance Transfer for Gait Recognition, in IEEE Transactions on Information Forensics and Security (TIFS), 2024. (IEEE Trans系列，CCF A类，共同一作)

[5]  Chao Fan, Saihui Hou, Jilong Wang, Yongzhen Huang, and Shiqi Yu, Learning Gait Representation from Massive Unlabelled Walking Videos: A Benchmark, in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023. (IEEE Trans系列，CCF A类)

[6] Yu Guo, Yu Zhao, Saihui Hou, Cong Wang, and Xiaohua Jia, Verifying in the Dark: Verifiable Machine Unlearning by Using Invisible Backdoor Triggers, in IEEE Transactions on Information Forensics and Security (TIFS), 2023. (IEEE Trans系列，CCF A类，通讯作者)

[7] Xu Song, Saihui Hou, Yan Huang, Chunshui Cao, Xu Liu, Yongzhen Huang, Caifeng Shan, Gait Attribute Recognition: A New Benchmark for Learning Richer Attributes from Human Gait Patterns, in IEEE Transactions on Information Forensics and Security (TIFS), 2023. (IEEE Trans系列，CCF A类)

[8] Aoqi Li, Saihui Hou^#, Qingyuan Cai, Yang Fu, and Yongzhen Huang^#, Gait Recognition with Drones: A Benchmark, in IEEE Transactions on Multimedia (TMM), 2023. (IEEE Trans系列，CCF B类，共同通讯)

[9] Zengbin Wang, Saihui Hou, Man Zhang , Xu Liu, Chunshui Cao, Yongzhen Huang，GaitParsing: Human Semantic Parsing for Gait Recognition, in IEEE Transactions on Multimedia (TMM), 2023. (IEEE Trans系列，CCF B类)

[10] Saihui Hou, Chao Fan, Chunshui Cao, Xu Liu, Yongzhen Huang, A Comprehensive Study on the Evaluation of Silhouette-based Gait Recognition, in IEEE Transactions on Biometrics, Behavior, and Identity Science (TBIOM) 2022. (IEEE Trans系列，生物特征识别顶级期刊)

[11] Saihui Hou, Xu Liu, Chunshui Cao, and Yongzhen Huang, Gait Quality Aware Network: Towards the Interpretability of Silhouette-based Gait Recognition, in IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022.(IEEE Trans系列，CCF-B类，人工智能顶级期刊

[12] Saihui Hou, Xu Liu, Chunshui Cao, and Yongzhen Huang, Set Residual Network for Silhouette-based Gait Recognition, in IEEE Transactions on Biometrics, Behavior, and Identity Science (TBIOM) 2021.(IEEE Trans系列，生物特征识别顶级期刊)

代表性会议论文

[13] Zengbin Wang*, Saihui Hou*, Man Zhang, Xu Liu, Chunshui Cao, Yongzhen Huang, Peipei Li, Shibiao Xu, QAGait: Revisit Gait Recognition From a Quality Perspective, in AAAI Conference on Artificial Intelligence (AAAI) 2024. (CCF A类，人工智能顶级会议，共同一作)

[14] Qingyuan Cai, Xuecai Hu, Saihui Hou^#, Li Yao, Yongzhen Huang^#, Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser, in AAAI Conference on Artificial Intelligence (AAAI) 2024. (CCF A类，人工智能顶级会议，共同通讯)

[15] Aoqi Li, Saihui Hou^#, Chenye Wang, Qingyuan Cai, Yongzhen Huang^#. AerialGait: Bridging Aerial and Ground Views for Gait Recognition, ACM International Conference on Multimedia (ACM MM), 2024.(CCF A类，多媒体顶级会议，共同通讯)

[16] Panjian Huang, Yunjie Peng, Saihui Hou^#, Chunshui Cao, Xu Liu, Zhiqiang He, Yongzhen Huang^#. Occluded Gait Recognition with Mixture of Experts: An Action Detection Perspective. In in European Conference on Computer Vision (ECCV) 2024. (CCF B类，计算机视觉顶级会议，共同通讯)

[17] Yang Fu, Saihui Hou^#, Shibei Meng, Xuecai Hu^#, Chunshui Cao, Xu Liu, Yongzhen Huang.. Cut out the Middleman: Revisiting Pose-based Gait Recognition. In in European Conference on Computer Vision (ECCV) 2024. (CCF B类，计算机视觉顶级会议，共同通讯)

[18] Jilong Wang, Saihui Hou, Yan Huang, Chunshui Cao, Xu Liu, Yongzhen Huang, Tianzhu Zhang, Liang Wang. Free Lunch for Gait Recognition: A Novel Relation Descriptor. In in European Conference on Computer Vision (ECCV) 2024. (CCF B类，计算机视觉顶级会议)

[19] Kang Ma, Ying Fu, Chunshui Cao, Saihui Hou, Yongzhen Huang, Dezhi Zheng, Learning Visual Prompt for Gait Recognition, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2024. (CCF A类，计算机视觉顶级会议)

[20] Junjie Li, Yixin Zhang, Zilei Wang, Saihui Hou, Keyu Tu, and Man Zhang, Probabilistic Contrastive Learning for Domain Adaptation, in International Joint Conference on Artificial Intelligence (IJCAI), 2024. (CCF A类，人工智能顶级会议)

[21] Yang Fu, Shibei Meng, Saihui Hou^#, Xuecai Hu, Yongzhen Huang^# , GPGait: Generalized Pose-based Gait Recognition, in IEEE Conference on Computer Vision (ICCV), 2023. (CCF A类，计算机视觉顶级会议，共同通讯)

[22] Weijia Li*, Saihui Hou*, Chunjie Zhang, Chunshui Cao, Xu Liu, Yongzhen Huang, Yao Zhao, An In-depth Exploration of Person Re-identification And Gait Recognition in Cloth-Changing Conditions, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023. (CCF A类，计算机视觉顶级会议，共同一作)

[23] Chao Fan, Junhao Liang, Chuanfu Shen, Saihui Hou, Yongzhen Huang, Shiqi Yu, OpenGait: Revisiting Gait Recognition Toward Better Practicality, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023.(CCF A类，计算机视觉顶级会议，3 Strong Accept)

[24] Jilong Wang, Saihui Hou, Yan Huang, Chunshui Cao, Xu Liu, Yongzhen Huang, Liang Wang, Causal Intervention for Sparse-View Gait Recognition, ACM International Conference on Multimedia (ACM MM), 2023.(CCF A类，多媒体顶级会议)

[25] Zengbin Wang, Saihui Hou, Man Zhang, Xu Liu, Chunshui Cao, Yongzhen Huang, Shibiao Xu, LandmarkGait: Intrinsic Human Parsing for Gait Recognition, ACM International Conference on Multimedia (ACM MM), 2023.(CCF A类，多媒体顶级会议)

[26] Junhao Liang, Chao Fan, Saihui Hou, Chuanfu Shen, Yongzhen Huang, and Shiqi Yu. Gaitedge: Beyond plain end-to-end gait recognition for better practicality. In in European Conference on Computer Vision (ECCV) 2022. (CCF B类，计算机视觉顶级会议)

[27] Saihui Hou, Chunshui Cao, Xu Liu, and Yongzhen Huang, Gait Lateral Network: Learning Discriminative and Compact Representations for Gait Recognition, in European Conference on Computer Vision (ECCV) 2020. (CCF B类，计算机视觉顶级会议)

[28] Saihui Hou, Xinyu Pan, Chen Change Loy, Zilei Wang, and Dahua Lin, Learning a Unified Classifier Incrementally via Rebalancing, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019. (CCF A类，计算机视觉顶级会议)

[29] Saihui Hou, and Zilei Wang, Weighted Channel Dropout for Regularization of Deep Convolutional Neural Network, in AAAI Conference on Artificial Intelligence (AAAI) 2019. (CCF A类，人工智能顶级会议)

[30] Saihui Hou, Xinyu Pan, Chen Change Loy, Zilei Wang, and Dahua Lin, Lifelong Learning via Progressive Distillation and Retrospection, in European Conference on Computer Vision (ECCV) 2018. (CCF B类，计算机视觉顶级会议)

[31] Jiafan Zhuang, Saihui Hou, Zilei Wang, and Zheng-Jun Zha, Towards Human-Level License Plate Recognition, in European Conference on Computer Vision (ECCV) 2018. (CCF B类，计算机视觉顶级会议)

[32] Saihui Hou, Xu Liu and Zilei Wang, DualNet: Learn Complementary Features for Image Recognition, in IEEE Conference on Computer Vision (ICCV), 2017. (CCF A类，计算机视觉顶级会议)

[33] Saihui Hou, Yushan Feng and Zilei Wang, VegFru: A Domain-Specific Dataset for Fine-grained Visual Categorization, in IEEE Conference on Computer Vision (ICCV), 2017. (CCF A类，计算机视觉顶级会议)

奖励与荣誉

• 2022年，入选北京市科协青年人才托举工程

• 2019年，获中国科学院院长奖优秀奖

• 2019年，获中国科学技术大学优秀博士论文

• 2016年，获研究生国家奖学金 (Top 5%)

• 2014年，获中国科学技术大学优秀毕业生

• 2013年，获本科生国家奖学金 (Top 5%)

学术与社会服务

• 中国图象图形学学会机器视觉专委会委员

• 为TPAMI、IJCV、TIP以及CVPR、ICCV、ECCV等多个顶级期刊和会议审稿

招生说明

• 每年招收1-2名硕士研究生，欢迎符合以下条件的同学报考。

  a) 对计算机视觉感兴趣，有明确的目标和规划，对自己有清楚的认识。

  b) 有好奇心和求知欲，富于探索精神，碰到挫折能够以正确的心态面对。

  c) 有扎实的英语、数学和编程基础，至少熟练掌握一门编程语言。