IEEE TPAMI

MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning

Tieyuan Chen, Huabin Liu, Yi Wang, Yihang Chen, Tianyao He, Chaofan Gan, Huanyu He, Weiyao Lin

机构 * Shanghai Jiao Tong University（上海交通大学） ； Monash University（墨尔本大学） ； Zhongguancun Academy（中关村academy） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

Comments Accepted by IEEE TPAMI (IEEE Transactions on Pattern Analysis and Machine Intelligence). arXiv admin note: substantial text overlap with arXiv:2409.17647

Improving Model Fusion by Training-time Neuron Alignment with Fixed Neuron Anchors

Zexi Li, Zhiqi Li, Jie Lin, Tao Shen, Jun Xiao, Yike Guo, Tao Lin, Chao Wu

机构 * Zhejiang University（浙江大学） ； Georgia Institute of Technology（佐治亚理工学院） ； Westlake University（西湖大学） ； Hong Kong University of Science and Technology（香港科技大学） 纠错

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence

NVS-SQA: Exploring Self-Supervised Quality Representation Learning for Neurally Synthesized Scenes without References

Qiang Qu, Yiran Shen, Xiaoming Chen, Yuk Ying Chung, Weidong Cai, Tongliang Liu

机构 * School of Computer Science, the University of Sydney（悉尼大学计算机科学学院） ； School of Software, Shandong University（山东大学软件学院） ； School of Computer and Artificial Intelligence, Beijing Technology and Business University（北京科技与商业大学计算机与人工智能学院） 纠错

Comments Accepted by TPAMI

FaceTracer: Unveiling Source Identities from Swapped Face Images and Videos for Fraud Prevention

Zhongyi Zhang, Jie Zhang, Wenbo Zhou, Xinghui Zhou, Qing Guo, Weiming Zhang, Tianwei Zhang, Nenghai Yu

机构 * School of Cyber Science and Technology, University of Science and Technology of China（中国科学技术大学信息科学与技术学院） ； Centre for Frontier AI Research, Agency for Science, Technology and Research (A*STAR)（科技研究局前沿人工智能研究中心） ； College of Computing and Data Science at Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

Comments 17 pages, 16 figures, TPAMI version

RealCustom++: Representing Images as Real Textual Word for Real-Time Customization

Zhendong Mao, Mengqi Huang, Fei Ding, Mingcong Liu, Qian He, Yongdong Zhang

机构 * University of Science and Technology of China（中国科学技术大学） ； ByteDance Inc（字节跳动公司） 纠错

Comments 18 pages

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (2025)

Revisiting Transformation Invariant Geometric Deep Learning: An Initial Representation Perspective

Ziwei Zhang, Xin Wang, Zeyang Zhang, Peng Cui, Wenwu Zhu

机构 * Department of Computer Science and Technology（计算机科学与技术系） 纠错

Comments 13 pages; accepted by IEEE TPAMI

Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection

Fangling Jiang, Qi Li, Bing Liu, Weining Wang, Caifeng Shan, Zhenan Sun, Ming-Hsuan Yang

机构 * School of Computer Science, University of South China（南方大学计算机科学学院） ； New Laboratory of Pattern Recognition, MAIS, CASIA（模式识别新实验室，MAIS，CASIA） ； School of Intelligence Science and Technology, Nanjing University（智能科学与技术学院，南京大学） ； Department of Computer Science and Engineering, University of California, Merced（加州大学默塞德分校计算机科学与工程系） ； Department of Computer Science and Engineering, Yonsei University（延世大学计算机科学与工程系） 纠错

Comments Accepted by TPAMI

TransFace++: Rethinking the Face Recognition Paradigm with a Focus on Accuracy, Efficiency, and Security

Jun Dan, Yang Liu, Baigui Sun, Jiankang Deng, Shan Luo

机构 * Zhejiang University（浙江大学） ； Wolf 1069 b Lab, Sany Group（沃尔夫1069b实验室，三一集团） ； Department of Computing, Imperial College London（计算系，帝国理工学院伦敦分校） ； Department of Engineering, King’s College London（工程系，国王学院伦敦分校） 纠错

Comments This is an extended version of our previous ICCV paper "TransFace", with significant new experiments, ablation studies, and improvements published in IEEE TPAMI as "TransFace++"