基本信息
杨阳 男 副研究员 硕士生导师 中国科学院自动化研究所 多模态人工智能系统全国重点实验室 模式识别国家重点实验室
个人主页：cbsr.ia.ac.cn/users/yyang
电子邮件： yang.yang@nlpr.ia.ac.cn
通信地址： 北京市海淀区中关村东路95号智能化大厦1401
邮政编码： 100190
研究领域
计算机视觉、人工智能、模式识别
人脸识别、目标检测与识别、智能视频分析、自动驾驶
人工智能基础理论、AI for Science
招生信息
招生专业
081104-模式识别与智能系统
招生方向
计算机视觉
教育背景
2013-09--2016-07 中国科学院自动化研究所 工学博士
2010-09--2013-04 西安电子科技大学 工学硕士
2005-09--2009-07 西安电子科技大学 工学学士
2010-09--2013-04 西安电子科技大学 工学硕士
2005-09--2009-07 西安电子科技大学 工学学士
工作经历
工作简历
2020-10~现在, 中国科学院自动化研究所, 副研究员
2016-07~2020-09,中国科学院自动化研究所, 助理研究员
2016-07~2020-09,中国科学院自动化研究所, 助理研究员
社会兼职
2019-11-08-今,中国图象图形学会机器视觉专委会, 委员
专利与奖励
奖励信息
（1） 2020 Neural Networks 最佳论文奖, 一等奖, 其他, 2023
（2） 中国图象图形学学会自然科学奖, 二等奖, 其他, 2022
（3） "根尖智能杯"大规模行人检索竞赛, 一等奖, 其他, 2020
（2） 中国图象图形学学会自然科学奖, 二等奖, 其他, 2022
（3） "根尖智能杯"大规模行人检索竞赛, 一等奖, 其他, 2020
专利成果
[1] 雷震, 杨阳, 翁敦芳. 基于属性定位与关联的行人属性识别方法及系统. CN: CN113239820B, 2023-06-27.
[2] 杨阳, 雷震. 基于像素和特征转移相融合的无监督行人再识别方法. CN112347995B, 2022-09-23.
[3] 雷震, 杨阳, 陶建华, 翁敦芳. 基于Transformer的标记选择和合并的表情识别方法及系统. CN: CN113705541A, 2021-11-26.
[4] 雷震, 杨阳, 翁敦芳. 基于注意力机制的行人属性识别方法、系统、装置. CN: CN112434683A, 2021-03-02.
[2] 杨阳, 雷震. 基于像素和特征转移相融合的无监督行人再识别方法. CN112347995B, 2022-09-23.
[3] 雷震, 杨阳, 陶建华, 翁敦芳. 基于Transformer的标记选择和合并的表情识别方法及系统. CN: CN113705541A, 2021-11-26.
[4] 雷震, 杨阳, 翁敦芳. 基于注意力机制的行人属性识别方法、系统、装置. CN: CN112434683A, 2021-03-02.
出版信息
发表论文
[1] Xingye Fang, Yang Yang, Ying Fu. Visible-Infrared Person Re-Identification via Semantic Alignment and Affinity Inference. International Conference on Computer Vision (ICCV). 2023, 第 2 作者
[2] Benzhi Wang, Yang Yang, Jinlin Wu, Guo-Jun Qi, Zhen Lei. Self-similarity Driven Scale-invariant Learning for Weakly Supervised Person Search. International Conference on Computer Vision (ICCV). 2023, 第 2 作者
[3] Jinlin Wu, Lingxiao He, Wu Liu, Yang Yang, Zhen Lei, Tao Mei, Stan Z. Li. CAViT: Contextual Alignment Vision Transformer for Video Object Re-identification. European Conference on Computer Vision (ECCV). 2022, 第 4 作者
[4] Yang, Yang, Tan, Zichang, Tiwari, Prayag, Pandey, Hari Mohan, Wan, Jun, Lei, Zhen, Guo, Guodong, Li, Stan Z. Cascaded Split-and-Aggregate Learning with Feature Recombination for Pedestrian Attribute Recognition. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 第 1 作者129(10): 2731-2744, http://dx.doi.org/10.1007/s11263-021-01499-z.
[5] Yang, Yang, Wang, Guanan, Tiwari, Prayag, Pandey, Hari Mohan, Lei, Zhen. Pixel and Feature Transfer Fusion for Unsupervised Cross-Dataset Person Reidentification. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2021, 第 1 作者http://dx.doi.org/10.1109/TNNLS.2021.3128269.
[6] Wang, Guanan, Yang, Shuo, Liu, Huanyu, Wang, Zhicheng, Yang, Yang, Wang, Shuliang, Yu, Gang, Zhou, Erjin, Sun, Jian, IEEE. High-Order Information Matters: Learning Relation and Topology for Occluded Person Re-Identification. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2020, 第 5 作者6448-6457,
[7] Wang, Guanan, Yang, Yang, Zhang, Tianzhu, Cheng, Jian, Hou, Zengguang, Tiwari, Prayag, Pandey, Hari Mohan. Cross-modality paired-images generation and augmentation for RGB-infrared person re-identification. NEURAL NETWORKS[J]. 2020, 第 2 作者128: 294-304, http://dx.doi.org/10.1016/j.neunet.2020.05.008.
[8] Wu, Jinlin, Yang, Yang, Lei, Zhen, Wang, Jinqiao, Li, Stan Z, Tiwari, Prayag, Pandey, Hari Mohan. An end-to-end exemplar association for unsupervised person Re-identification. NEURAL NETWORKS[J]. 2020, 第 2 作者129: 43-54, http://dx.doi.org/10.1016/j.neunet.2020.05.015.
[9] Wu, Jinlin, Yang, Yang, Liu, Hao, Liao, Shengcai, Lei, Zhen, Li, Stan Z, IEEE. Unsupervised Graph Association for Person Re-identification. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 第 2 作者8320-8329,
[10] Tan, Zichang, Yang, Yang, Wan, Jun, Hang, Hanyuan, Guo, Guodong, Li, Stan Z. Attention-Based Pedestrian Attribute Analysis. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 第 2 作者28(12): 6126-6140, http://dx.doi.org/10.1109/TIP.2019.2919199.
[11] Wang, Guanan, Zhang, Tianzhu, Cheng, Jian, Liu, Si, Yang, Yang, Hou, Zengguang, IEEE. RGB-Infrared Cross-Modality Person Re-Identification via Joint Pixel and Feature Alignment. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 第 5 作者3622-3631,
[12] Wu, Jinlin, Liao, Shengcai, Lei, Zhen, Wang, Xiaobo, Yang, Yang, Li, Stan Z, IEEE. Clustering and Dynamic Sampling Based Unsupervised Domain Adaptation for Person Re-Identification. 2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME). 2019, 第 11 作者886-891,
[13] Hongsheng Wang, Shengcai Liao, Zhen Lei, Yang Yang. Is Re-ranking Useful for Open-set Person Re-identification?. 2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA). 2018, 第 4 作者2018: 4625-4631,
[14] Wang, Xiaobo, Lei, Zhen, Liao, Shengcai, Guo, Xiaojie, Yang, Yang, Li, Stan Z. Dependence-Aware Feature Coding for Person Re-Identification. IEEE SIGNAL PROCESSING LETTERS[J]. 2018, 第 5 作者25(4): 506-510, http://dx.doi.org/10.1109/LSP.2018.2803776.
[15] Yang Yang, Wen Longyin, Lyu Siwei, Li Stan Z, AAAI. Unsupervised Learning of Multi-Level Descriptors for Person Re-Identification. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2017, 第 1 作者4306-4312, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485630704050.
[16] Cheng Da, Yang Yang, Kun Ding, Chunlei Huo, Shiming Xiang, Chunhong Pan. EFFICIENT SIMILARITY LEARNING FOR ASYMMETRIC HASHING. IEEE International Conference on Image Processing. 2017, 第 2 作者http://ir.ia.ac.cn/handle/173211/15384.
[17] 杨阳, 文珑银, 李子青, LyuSiwei. Unsupervised Learning of Multi-Level Descriptors for Person Re-Identification. AAAI Conference on Artificial Intelligence. 2017, 第 1 作者http://ir.ia.ac.cn/handle/173211/19793.
[18] Yang Yang, Lei Zhen, Zhang Shifeng, Shi Hailin, Li Stan Z, AAAI. Metric Embedded Discriminative Vocabulary Learning for High-Level Person Representation. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2016, 第 1 作者3648-3654, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485474203094.
[19] Yang Yang, Liao Shengcai, Lei Zhen, Li Stan Z, AAAI. Large Scale Similarity Learning Using Similar Pairs for Person Verification. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2016, 第 1 作者3655-3661, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485474203095.
[20] Shi, Hailin, Yang, Yang, Zhu, Xiangyu, Liao, Shengcai, Lei, Zhen, Zheng, Weishi, Li, Stan Z, Leibe, B, Matas, J, Sebe, N, Welling, M. Embedding Deep Metric for Person Re-identification: A Study Against Large Variations. COMPUTER VISION - ECCV 2016, PT I. 2016, 第 2 作者9905: 732-748,
[21] Shengcai Liao, Yang Yang, Zhen Lei. Color Models and Weighted Covariance Estimation for Person Re-Identification. INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR). 2014, 第 2 作者1874 - 1879, http://ir.ia.ac.cn/handle/173211/4462.
[22] Lei Zhen, Yang Yang, Li Stan Z. Stacked Deformable Part Model with Shape Regression for Object Part Localization. EUROPEAN CONFERENCE ON COMPTER VISION (ECCV). 2014, 第 2 作者568-583, http://ir.ia.ac.cn/handle/173211/4450.
[23] Zhang Xiangrong, Yang Yang, Jia Hanghua, Zhou Huiyu, Jiao Licheng, IEEE. Low-rank Representation Based Action Recognition. PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN). 2014, 第 2 作者1812-1818,
[24] Yang Yang, Yang Jimei, Yan Junjie, Liao Shengcai, Yi Dong, Li Stan Z, Fleet D, Pajdla T, Schiele B, Tuytelaars T. Salient Color Names for Person Re-identification. COMPUTER VISION - ECCV 2014, PT I. 2014, 第 1 作者8689: 536-551,
[25] Zhang, Xiangrong, Yang, Yang, Jiao, L C, Dong, Feng. Manifold-constrained coding and sparse representation for human action recognition. PATTERN RECOGNITION[J]. 2013, 第 2 作者46(7): 1819-1831, http://dx.doi.org/10.1016/j.patcog.2012.10.011.
[2] Benzhi Wang, Yang Yang, Jinlin Wu, Guo-Jun Qi, Zhen Lei. Self-similarity Driven Scale-invariant Learning for Weakly Supervised Person Search. International Conference on Computer Vision (ICCV). 2023, 第 2 作者
[3] Jinlin Wu, Lingxiao He, Wu Liu, Yang Yang, Zhen Lei, Tao Mei, Stan Z. Li. CAViT: Contextual Alignment Vision Transformer for Video Object Re-identification. European Conference on Computer Vision (ECCV). 2022, 第 4 作者
[4] Yang, Yang, Tan, Zichang, Tiwari, Prayag, Pandey, Hari Mohan, Wan, Jun, Lei, Zhen, Guo, Guodong, Li, Stan Z. Cascaded Split-and-Aggregate Learning with Feature Recombination for Pedestrian Attribute Recognition. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2021, 第 1 作者129(10): 2731-2744, http://dx.doi.org/10.1007/s11263-021-01499-z.
[5] Yang, Yang, Wang, Guanan, Tiwari, Prayag, Pandey, Hari Mohan, Lei, Zhen. Pixel and Feature Transfer Fusion for Unsupervised Cross-Dataset Person Reidentification. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2021, 第 1 作者http://dx.doi.org/10.1109/TNNLS.2021.3128269.
[6] Wang, Guanan, Yang, Shuo, Liu, Huanyu, Wang, Zhicheng, Yang, Yang, Wang, Shuliang, Yu, Gang, Zhou, Erjin, Sun, Jian, IEEE. High-Order Information Matters: Learning Relation and Topology for Occluded Person Re-Identification. 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR). 2020, 第 5 作者6448-6457,
[7] Wang, Guanan, Yang, Yang, Zhang, Tianzhu, Cheng, Jian, Hou, Zengguang, Tiwari, Prayag, Pandey, Hari Mohan. Cross-modality paired-images generation and augmentation for RGB-infrared person re-identification. NEURAL NETWORKS[J]. 2020, 第 2 作者128: 294-304, http://dx.doi.org/10.1016/j.neunet.2020.05.008.
[8] Wu, Jinlin, Yang, Yang, Lei, Zhen, Wang, Jinqiao, Li, Stan Z, Tiwari, Prayag, Pandey, Hari Mohan. An end-to-end exemplar association for unsupervised person Re-identification. NEURAL NETWORKS[J]. 2020, 第 2 作者129: 43-54, http://dx.doi.org/10.1016/j.neunet.2020.05.015.
[9] Wu, Jinlin, Yang, Yang, Liu, Hao, Liao, Shengcai, Lei, Zhen, Li, Stan Z, IEEE. Unsupervised Graph Association for Person Re-identification. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 第 2 作者8320-8329,
[10] Tan, Zichang, Yang, Yang, Wan, Jun, Hang, Hanyuan, Guo, Guodong, Li, Stan Z. Attention-Based Pedestrian Attribute Analysis. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 第 2 作者28(12): 6126-6140, http://dx.doi.org/10.1109/TIP.2019.2919199.
[11] Wang, Guanan, Zhang, Tianzhu, Cheng, Jian, Liu, Si, Yang, Yang, Hou, Zengguang, IEEE. RGB-Infrared Cross-Modality Person Re-Identification via Joint Pixel and Feature Alignment. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019). 2019, 第 5 作者3622-3631,
[12] Wu, Jinlin, Liao, Shengcai, Lei, Zhen, Wang, Xiaobo, Yang, Yang, Li, Stan Z, IEEE. Clustering and Dynamic Sampling Based Unsupervised Domain Adaptation for Person Re-Identification. 2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME). 2019, 第 11 作者886-891,
[13] Hongsheng Wang, Shengcai Liao, Zhen Lei, Yang Yang. Is Re-ranking Useful for Open-set Person Re-identification?. 2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA). 2018, 第 4 作者2018: 4625-4631,
[14] Wang, Xiaobo, Lei, Zhen, Liao, Shengcai, Guo, Xiaojie, Yang, Yang, Li, Stan Z. Dependence-Aware Feature Coding for Person Re-Identification. IEEE SIGNAL PROCESSING LETTERS[J]. 2018, 第 5 作者25(4): 506-510, http://dx.doi.org/10.1109/LSP.2018.2803776.
[15] Yang Yang, Wen Longyin, Lyu Siwei, Li Stan Z, AAAI. Unsupervised Learning of Multi-Level Descriptors for Person Re-Identification. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2017, 第 1 作者4306-4312, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485630704050.
[16] Cheng Da, Yang Yang, Kun Ding, Chunlei Huo, Shiming Xiang, Chunhong Pan. EFFICIENT SIMILARITY LEARNING FOR ASYMMETRIC HASHING. IEEE International Conference on Image Processing. 2017, 第 2 作者http://ir.ia.ac.cn/handle/173211/15384.
[17] 杨阳, 文珑银, 李子青, LyuSiwei. Unsupervised Learning of Multi-Level Descriptors for Person Re-Identification. AAAI Conference on Artificial Intelligence. 2017, 第 1 作者http://ir.ia.ac.cn/handle/173211/19793.
[18] Yang Yang, Lei Zhen, Zhang Shifeng, Shi Hailin, Li Stan Z, AAAI. Metric Embedded Discriminative Vocabulary Learning for High-Level Person Representation. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2016, 第 1 作者3648-3654, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485474203094.
[19] Yang Yang, Liao Shengcai, Lei Zhen, Li Stan Z, AAAI. Large Scale Similarity Learning Using Similar Pairs for Person Verification. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE. 2016, 第 1 作者3655-3661, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485474203095.
[20] Shi, Hailin, Yang, Yang, Zhu, Xiangyu, Liao, Shengcai, Lei, Zhen, Zheng, Weishi, Li, Stan Z, Leibe, B, Matas, J, Sebe, N, Welling, M. Embedding Deep Metric for Person Re-identification: A Study Against Large Variations. COMPUTER VISION - ECCV 2016, PT I. 2016, 第 2 作者9905: 732-748,
[21] Shengcai Liao, Yang Yang, Zhen Lei. Color Models and Weighted Covariance Estimation for Person Re-Identification. INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR). 2014, 第 2 作者1874 - 1879, http://ir.ia.ac.cn/handle/173211/4462.
[22] Lei Zhen, Yang Yang, Li Stan Z. Stacked Deformable Part Model with Shape Regression for Object Part Localization. EUROPEAN CONFERENCE ON COMPTER VISION (ECCV). 2014, 第 2 作者568-583, http://ir.ia.ac.cn/handle/173211/4450.
[23] Zhang Xiangrong, Yang Yang, Jia Hanghua, Zhou Huiyu, Jiao Licheng, IEEE. Low-rank Representation Based Action Recognition. PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN). 2014, 第 2 作者1812-1818,
[24] Yang Yang, Yang Jimei, Yan Junjie, Liao Shengcai, Yi Dong, Li Stan Z, Fleet D, Pajdla T, Schiele B, Tuytelaars T. Salient Color Names for Person Re-identification. COMPUTER VISION - ECCV 2014, PT I. 2014, 第 1 作者8689: 536-551,
[25] Zhang, Xiangrong, Yang, Yang, Jiao, L C, Dong, Feng. Manifold-constrained coding and sparse representation for human action recognition. PATTERN RECOGNITION[J]. 2013, 第 2 作者46(7): 1819-1831, http://dx.doi.org/10.1016/j.patcog.2012.10.011.
科研活动
科研项目
（ 1 ） 跨场景的行人关联方法研究, 负责人, 国家任务, 2019-01--2021-12
（ 2 ） 智能化全天候多场景视力障碍训练与视觉增强技术及产品的研发, 参与, 国家任务, 2020-07--2023-06
（ 3 ） 通用视觉模型关键技术研究, 参与, 国家任务, 2021-12--2024-11
（ 2 ） 智能化全天候多场景视力障碍训练与视觉增强技术及产品的研发, 参与, 国家任务, 2020-07--2023-06
（ 3 ） 通用视觉模型关键技术研究, 参与, 国家任务, 2021-12--2024-11
参与会议
（1）讲习班：行人再识别的表示学习 欧洲计算机视觉国际会议 2018-09-08
（2）讲习班：行人再识别研究现状和未来 国际模式识别大会 2018-08-20
（3）讲习班：行人再辨识研究进展 计算机视觉领域盛会 2017-10-12
（2）讲习班：行人再识别研究现状和未来 国际模式识别大会 2018-08-20
（3）讲习班：行人再辨识研究进展 计算机视觉领域盛会 2017-10-12