• IEEE 会员、Computer Vision Foundation (CVF)会员
• 中国人工智能学会CAAI会员、模式识别专委会副秘书长
• 中国计算机学会CCF会员、计算机视觉专委会委员(青年工作组委员)
• 江苏省人工智能学会会员、模式识别专委会委员
• 视觉与学习青年学者研讨会VALSE资深AC
• 模式识别权威期刊Pattern Recognition编委
• 审稿人: T-PAMI, IJCV, T-IP, T-NNLS, T-ITS, T-CSVT, T-MM, PR等顶级期刊
• 程序委员会委员: CVPR, ICCV, ECCV, AAAI, IJCAI等顶级会议
• 基于异质任务耦合的鲁棒视觉行人搜索(2022/01-2025/12)
国家自然科学基金面上项目(主持)
• 视频中人体检测、再识别和姿态跟踪的联合学习方法(2019/01-2021/12)
国家自然科学基金中德国际合作项目(主持)
• 抗遮挡的行人检测算法研究(2018/01-2020/12)
国家自然科学基金青年项目(主持)
• 城市交通场景中的遮挡行人检测算法研究(2018/07-2021/07)
江苏省自然科学基金面上项目(主持)
• 基于深度学习的视频中人体分析技术(2018/09-2019/09)
CCF-腾讯犀牛鸟基金项目(主持)
• 基于深度学习的海上目标检测算法研究(2018/04-2020/04)
南京理工大学自主科研专项计划项目(主持)
• 面向无人驾驶的高精度行人检测系统(2014/09至今)
德国马普所、日本丰田汽车公司国际合作项目(核心骨干)
• 面向无人车的全景彩色立体红外相机构建及其在越野环境感知和自主定位中的应用研究(2017/01-2020/12)
国家自然科学基金面上项目(参与,排名第二)
• 基于无人车和微型无人机的野外道路检测和追踪(2015.07-2018.06)
江苏省自然科学基金面上项目(参与,排名第二)
近年来代表性论文:
• Shanshan Zhang, Di Chen, Jian Yang*, Bernt Schiele. Guided Attention in CNNs for Occluded Pedestrian Detection and Re-identification. International Journal of Computer Vision (IJCV), 129(6):1875-1892, 2021. (CCF-A类期刊)
• Di Chen, Shanshan Zhang*, Jian Yang*, Bernt Schiele. Norm-Aware Embedding for Efficient Person Search and Tracking. International Journal of Computer Vision (IJCV), 129(9), 3154–3168, 2021. (CCF-A类期刊)
• Shanshan Zhang, Rodrigo Benenson, Mohamed Omran, Jan Hosang, Bernt Schiele. Towards Reaching Human Performance in Pedestrian Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 40(4): 973-986,2018. (CCF-A类期刊)
• Yunan Liu, Shanshan Zhang*, Jie Xu, Jian Yang and Yu-Wing Tai. An Accurate and Lightweight Method for Human Body Image Super-Resolution. IEEE Transactions on Image Processing (T-IP), 30(2): 2888 - 2897, 2021. (CCF-A类期刊)
• Di Chen, Shanshan Zhang*, Wanli Ouyang, Jian Yang*, Ying Tai. Person Search by Separated Modeling and A Mask-Guided Two-Stream CNN Model. IEEE Transactions on Image Processing (T-IP). 29(2): 4669-4682, 2020. (CCF-A类期刊)
• Yunan Liu, Shanshan Zhang*, Yang Li, Jian Yang. Learning to Adapt via Latent Domains for Adaptive Semantic Segmentation. 35th Conference on Neural Information Processing Systems (NeurIPS), 2021. (CCF-A类会议)
• Yunan Liu, Shanshan Zhang*, Jian Yang, Pong Chi Yuen. Hierarchical Information Passing Based Noise-Tolerant Hybrid Learning for Semi-Supervised Human Parsing. AAAI Conference on Artificial Intelligence (AAAI), 2021. (CCF-A类会议)
• Mengyuan Ding, Shanshan Zhang*, Jian Yang. Improving Pedestrian Detection from a Long-tailed Domain Perspective. ACM Multimedia (MM), 2021. (CCF-A类会议, Oral)
• Di Chen, Shanshan Zhang*, Jian Yang*, Bernt Schiele. Norm-Aware Embedding for Efficient Person Search. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, 2020. (CCF-A类会议)
• Di Chen, Shanshan Zhang*, Wanli Ouyang, Jian Yang*, Bernt Schiele. Hierarchical Online Instance Matching for Person Search. AAAI Conference on Artificial Intelligence (AAAI), New York City, USA, 2020. (CCF-A类会议, Oral)
• Yunan Liu, Liang Zhao, Shanshan Zhang*, Jian Yang. Hybrid Resolution Network Using Edge Guided Region Mutual Information Loss for Human Parsing. ACM MM 2020. (CCF-A类会议)
• Gang Li, Jian Li, Shanshan Zhang*, Jian Yang. Learning Hierarchical Graph for Occluded Pedestrian Detection. ACM MM 2020. (CCF-A类会议)
• Shanshan Zhang, Jian Yang, Bernt Schiele. Occluded Pedestrian Detection through Guide Attention in CNNs. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, USA, 2018. (CCF-A类会议)
• Di Chen, Shanshan Zhang*, Wanli Ouyang, Jian Yang*, Ying Tai. Person Search via A Mask-guided Two-stream CNN Model. European Conference on Computer Vision (ECCV), Munich, Germany, 2018. (* 通讯作者) (CCF-B类会议)
• Lukas Neumann*, Michelle Karg*, Shanshan Zhang*, Christian Scharfenberger, Eric Piegert, Sarah Mistr, Olga Prokofyeva, Robert Thiel, Andrea Vedaldi, Andrew Zisserman, Bernt Schiele. NightOwls: A Pedestrians at Night Dataset. Asian Conference on Computer Vision (ACCV), Perth, Australia, 2018. (*共同一作,CCF-C类会议)
• Shanshan Zhang, Rodrigo Benenson, Bernt Schiele. CityPersons: A Diverse Dataset for Pedestrian Detection. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, Hawaii, USA, 2017. (CCF-A类会议, Spotlight)
• Shanshan Zhang, Rodrigo Benenson, Mohamed Omran, Jan Hosang, Bernt Schiele. How Far are We from Solving Pedestrian Detection? IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, Nevada, USA, 2016. (CCF-A类会议)
• Shanshan Zhang, Rodrigo Benenson, Bernt Schiele. Filtered Channel Features for Pedestrian Detection. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, Massachusetts, USA, 2015. (CCF-A类会议)
• Shanshan Zhang, Christian Bauckhage, Armin B. Cremers. Informed Haar-like Features Improve Pedestrian Detection. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Columbus, Ohio, USA, 2014. (CCF-A类会议)