IEEE TPAMI

Improving Generalized Visual Grounding with Instance-aware Joint Learning

Ming Dai, Wenxuan Cheng, Jiang-Jiang Liu, Lingfeng Yang, Zhenhua Feng, Wankou Yang, Jingdong Wang

机构 * School of Automation, Southeast University（东南大学自动化学院） ； Baidu Inc.（百度公司） ； JiangNan University（江南大学） ； Nanjing University of Science and Technology（南京理工大学） 纠错

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) in September 2025

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI2025)

Weakly and Self-Supervised Class-Agnostic Motion Prediction for Autonomous Driving

Ruibo Li, Hanyu Shi, Zhe Wang, Guosheng Lin

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（计算与数据科学学院，南洋理工大学，新加坡） ； SenseTime Research, Hong Kong, China（时光科技研究院，香港，中国） 纠错

Comments An extension of our CVPR 2023 paper, "Weakly Supervised Class-Agnostic Motion Prediction for Autonomous Driving," accepted for publication in TPAMI

Revisiting Transferable Adversarial Images: Systemization, Evaluation, and New Insights

Zhengyu Zhao, Hanwei Zhang, Renjue Li, Ronan Sicre, Laurent Amsaleg, Michael Backes, Qi Li, Qian Wang, Chao Shen

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Twentieth Century Fox（二十世纪福克斯） ； Starfleet Academy（星舰学院） 纠错

Comments TPAMI 2025. Code is available at https://github.com/ZhengyuZhao/TransferAttackEval

An End-to-End Depth-Based Pipeline for Selfie Image Rectification

Ahmed Alhawwary, Janne Mustaniemi, Phong Nguyen-Ha, Janne Heikkilä

机构 * Center for Machine Vision and Signal Analysis (CMVS), University of Oulu（机器视觉与信号分析中心（CMVS）、奥卢大学） ； Qualcomm AI Research（高通人工智能研究） 纠错

Comments Accepted at IEEE TPAMI

Step-wise Distribution Alignment Guided Style Prompt Tuning for Source-free Cross-domain Few-shot Learning

Huali Xu, Li Liu, Tianpeng Liu, Shuaifeng Zhi, Shuzhou Sun, Ming-Ming Cheng

机构 * College of Computer Science, Nankai University（南开大学计算机科学学院） ； Center for Machine Vision and Signal Analysis (CMVS), University of Oulu（奥卢大学机器视觉与信号分析中心） ； College of Electronic Science and Technology, National University of Defense Technology（国防科技大学电子科学学院） 纠错

Comments Accepted at IEEE TPAMI, 16 pages, 12 figures, 7 tables

H$_{2}$OT: Hierarchical Hourglass Tokenizer for Efficient Video Pose Transformers

Wenhao Li, Mengyuan Liu, Hong Liu, Pichao Wang, Shijian Lu, Nicu Sebe

机构 * State Key Laboratory of General Artificial Intelligence, Peking University, Shenzhen Graduate School（国家一般人工智能实验室，北京大学深圳研究生院） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； Amazon AGI（亚马逊人工智能实验室） ； University of Trento（特伦托大学） 纠错

Comments Accepted by TPAMI 2025, Open Sourced. arXiv admin note: substantial text overlap with arXiv:2311.12028

Human Motion Video Generation: A Survey

Haiwei Xue, Xiangyang Luo, Zhanghao Hu, Xin Zhang, Xunzhi Xiang, Yuqin Dai, Jianzhuang Liu, Zhensong Zhang, Minglei Li, Jian Yang, Fei Ma, Zhiyong Wu, Changpeng Yang, Zonghong Dai, Fei Richard Yu

机构 * Tsinghua University（清华大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究所） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； School of Mathematics and Statistics, Xi’an Jiaotong University（西安交通大学数学与统计学学院） ； Artificial Intelligence Innovation and Incubation (Al’) Institute of Fudan University（复旦大学人工智能创新与孵化院） ； University of Chinese Academy of Sciences（中国科学院大学） ； PCA Lab, Nanjing University of Science and Technology（南京理工大学PCA实验室） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东人工智能与数字经济实验室（深圳）） ； Shenzhen University and Carleton University（深圳大学和卡尔顿大学） 纠错

Comments Accepted by TPAMI. Github Repo: https://github.com/Winn1y/Awesome-Human-Motion-Video-Generation IEEE Access: https://ieeexplore.ieee.org/document/11106267

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2025

Towards Human-Level 3D Relative Pose Estimation: Generalizable, Training-Free, with Single Reference

Yuan Gao, Yajing Luo, Junhong Wang, Kui Jia, Gui-Song Xia

机构 * School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； School of Computer Science, Wuhan University（武汉大学计算机学院） ； MoreFun Studio, Tencent Games, Tencent（腾讯游戏MoreFun Studio） ； School of Data Science, The Chinese University of Hong Kong（香港中文大学（深圳）数据科学学院） 纠错

Comments Accepted to IEEE TPAMI. The codes are available at https://github.com/ethanygao/training-free_generalizable_relative_pose

Compositional Generative Model of Unbounded 4D Cities

Haozhe Xie, Zhaoxi Chen, Fangzhou Hong, Ziwei Liu

机构 * S-Lab, Nanyang Technological University, Singapore（南洋理工大学S实验室） 纠错

Comments Accepted by TPAMI. Project Page: https://www.infinitescript.com/project/city-dreamer-4d/

StylizedGS: Controllable Stylization for 3D Gaussian Splatting

Dingxi Zhang, Yu-Jie Yuan, Zhuoxun Chen, Fang-Lue Zhang, Zhenliang He, Shiguang Shan, Lin Gao

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Beijing Key Laboratory of Mobile Computing and Pervasive Device, Institute of Computing Technology, Chinese Academy of Sciences（北京移动计算与 pervasive 设备重点实验室，中国科学院计算技术研究所） ； Victoria University of Wellington（维多利亚大学） ； Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences（智能信息处理重点实验室，中国科学院计算技术研究所） 纠错

Comments [TPAMI 2025] Project Page: https://kristen-z.github.io/stylizedgs/

Spherical Vision Transformers for Audio-Visual Saliency Prediction in 360-Degree Videos

Mert Cokelek, Halit Ozsoy, Nevrez Imamoglu, Cagri Ozcinar, Inci Ayhan, Erkut Erdem, Aykut Erdem

机构 * Department of Computer Science and Engineering, Koç University（计算机科学与工程系，科克大学） ； Department of Psychology, Boğaziçi University（心理学系，博多伊大学） ； National Institute of Advanced Industrial Science and Technology (AIST), Intelligent Platforms Research Institute（国家先进工业科学与技术研究院（AIST），智能平台研究机构） ； Department of Psychology, Boğaziçi University University（心理学系，博多伊大学） ； Department of Computer Engineering, Hacettepe University（计算机工程系，哈切塞特佩大学） ； KUIS AI Center（KUIS人工智能中心） 纠错

Comments Accepted for publication in IEEE Transaction on Pattern Analysis and Machine Intelligence (IEEE TPAMI)

MCGS: Multiview Consistency Enhancement for Sparse-View 3D Gaussian Radiance Fields

Yuru Xiao, Deming Zhai, Wenbo Zhao, Kui Jiang, Junjun Jiang, Xianming Liu

机构 * School of Computer Science and Technology, Harbin Institute of Technology（计算机科学与技术学院，哈尔滨工业大学） 纠错

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

Learning Heterogeneous Mixture of Scene Experts for Large-scale Neural Radiance Fields

Zhenxing Mi, Ping Yin, Xue Xiao, Dan Xu

机构 * Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科学与技术大学） ； Inspur Cloud Information Technology Co, Ltd（Inspur云信息技术有限公司） 纠错

Comments Accepted by TPAMI

OccScene: Semantic Occupancy-based Cross-task Mutual Learning for 3D Scene Generation

Bohan Li, Xin Jin, Jianan Wang, Yukai Shi, Yasheng Sun, Xiaofeng Wang, Zhuang Ma, Baao Xie, Chao Ma, Xiaokang Yang, Wenjun Zeng

机构 * School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University（电子信息与电气工程学院，上海交通大学） ； Ningbo Institute of Digital Twin, Eastern Institute of Technology（宁波数字孪生研究所，东部技术研究所） ； PhiGent Robotics, Beijing, China（PhiGent Robotics，北京，中国） 纠错

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence

LBONet: Supervised Spectral Descriptors for Shape Analysis

Oguzhan Yigit, Richard C. Wilson

Comments Accepted to TPAMI 2025. 15 pages, 14 figures

Explicit Correspondence Matching for Generalizable Neural Radiance Fields

Yuedong Chen, Haofei Xu, Qianyi Wu, Chuanxia Zheng, Tat-Jen Cham, Jianfei Cai

机构 * Monash University（墨尔本大学） ； ETH Zurich（苏黎世联邦理工学院） ； University of Oxford（牛津大学） ； Nanyang Technological University（南洋理工大学） 纠错

Comments TPAMI 2025, Project page: https://donydchen.github.io/matchnerf, Code: https://github.com/donydchen/matchnerf

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025

Spatial-Temporal Graph Enhanced DETR Towards Multi-Frame 3D Object Detection

Yifan Zhang, Zhiyu Zhu, Junhui Hou, Dapeng Wu

机构 * Department of Computer Science, City University of Hong Kong（计算机科学系，香港城市大学） 纠错

Comments 16 pages, 9 figures; Accepted by IEEE TPAMI

Journal ref IEEE TPAMI ( Volume: 46, Issue: 12, December 2024)

Selection, Ensemble, and Adaptation: Advancing Multi-Source-Free Domain Adaptation via Architecture Zoo

Jiangbo Pei, Ruizhe Li, Aidong Men, Yang Liu, Xiahai Zhuang, Qingchao Chen

机构 * National Institute of Health Data Science, Peking University（国家健康数据科学研究院，北京大学） ； School of Artificial Intelligence, Beijing University of Posts and Telecommunications（人工智能学院，北京邮电大学） ； Wangxuan Institute of Computer Technology at Peking University（北京大学王轩计算机技术研究所） ； School of Data Science, Fudan University（数据科学学院，复旦大学） 纠错

Journal ref IEEE Trans. Pattern Anal. Mach. Intell. (TPAMI), early access, 2025

Foundation Model for Skeleton-Based Human Action Understanding

Hongsong Wang, Wanjiang Weng, Junbo Wang, Fang Zhao, Guo-Sen Xie, Xin Geng, Liang Wang

机构 * School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China（新一代人工智能技术及交叉应用关键实验室（东南大学），中华人民共和国教育部，中国） ； School of Software, Northwestern Polytechnical University（西北工业大学软件学院） ； State Key Laboratory for Novel Software Technology and School of Intelligence Science and Technology, Nanjing University（新型软件技术国家重点实验室和南京大学智能科学与技术学院） ； School of Computer Science and Engineering, Nanjing University of Science and Technology（南京理工大学计算机科学与工程学院） 纠错

Comments Accepted by TPAMI, Code is available at: https://github.com/wengwanjiang/FoundSkelModel

Unveiling the Unseen: A Comprehensive Survey on Explainable Anomaly Detection in Images and Videos

Yizhou Wang, Dongliang Guo, Sheng Li, Octavia Camps, Yun Fu

机构 * Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） ； School of Data Science, University of Virginia（数据科学学院，弗吉尼亚大学） ； Department of Electrical and Computer Engineering and Khoury College of Computer Science, Northeastern University（电气与计算机工程系和Khoury计算机科学学院，东北大学） 纠错

Comments Under review at TPAMI

Wild2Avatar: Rendering Humans Behind Occlusions

Tiange Xiang, Adam Sun, Scott Delp, Kazuki Kozuka, Li Fei-Fei, Ehsan Adeli

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). Webpage: https://cs.stanford.edu/~xtiange/projects/wild2avatar/

MinD-3D++: Advancing fMRI-Based 3D Reconstruction with High-Quality Textured Mesh Generation and a Comprehensive Dataset

Jianxiong Gao, Yanwei Fu, Yuqian Fu, Yun Wang, Xuelin Qian, Jianfeng Feng

机构 * Fudan University（复旦大学） ； Fudan ISTBI–ZJNU Algorithm Centre for Brain-Inspired Intelligence（复旦大学-浙江师范大学脑启发智能算法中心） ； Zhejiang Normal University（浙江师范大学） ； Shanghai Innovation Institute（上海创新研究院） ； ETH Zürich（苏黎世联邦理工学院） ； Northwestern Polytechnical University（西北工业大学） 纠错

Comments Accepted to TPAMI 2025

Exploiting Discriminative Codebook Prior for Autoregressive Image Generation

Longxiang Tang, Ruihang Chu, Xiang Wang, Yujin Han, Pingyu Wu, Chunming He, Yingya Zhang, Shiwei Zhang, Jiaya Jia

机构 * Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科技大学） ； Tongyi Lab, Alibaba Group（阿里云实验室） ； Department of Biomedical Engineering, Duke University（生物医学工程系，杜克大学） 纠错

Comments Submitted to TPAMI

PC-SRGAN: Physically Consistent Super-Resolution Generative Adversarial Network for General Transient Simulations

Md Rakibul Hasan, Pouria Behnoudfar, Dan MacKinlay, Thomas Poulet

机构 * Commonwealth Scientific and Industrial Research Organisation (CSIRO) Mineral Resources（共同科学与工业研究组织（CSIRO）矿产资源部） ； Department of Mathematics, University of Wisconsin-Madison（威斯康星大学麦迪逊分校数学系） ； Commonwealth Scientific and Industrial Research Organisation (CSIRO) Data61（共同科学与工业研究组织（CSIRO）Data61） ； School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University（Curtin大学电气工程、计算与数学科学学院） ； Department of Electrical and Electronic Engineering, BRAC University（BRAC大学电子与电气工程系） 纠错

Comments 11 pages, combining the main content and the appendices, unlike having them separated in the published version at IEEE Xplore (https://doi.org/10.1109/TPAMI.2025.3596647)

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (2025) 1-8

A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends

Junjun Jiang, Zengyuan Zuo, Gang Wu, Kui Jiang, Xianming Liu

机构 * School of Computer Science and Technology, Harbin Institute of Technology（计算机科学与技术学院，哈尔滨工业大学） 纠错

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence

Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting

Tianxiang Zhan, Yuanpeng He, Yong Deng, Zhen Li, Wenjie Du, Qingsong Wen

机构 * Institute of Fundamental and Frontier Science, University of Electronic Science and Technology of China（电子科技大学基础与前沿科学学院） ； Key Laboratory of High Confidence Software Technologies (Peking University), Ministry of Education（北京大学高可信软件技术重点实验室） ； School of Computer Science, Peking University（北京大学计算机学院） ； China Mobile Information Technology Center（中国移动信息科技中心） ； PyPOTS Research（PyPOTS研究团队） ； Squirrel Ai Learning 纠错

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2025

VisionUnite: A Vision-Language Foundation Model for Ophthalmology Enhanced with Clinical Knowledge

Zihan Li, Diping Song, Zefeng Yang, Deming Wang, Fei Li, Xiulan Zhang, Paul E. Kinahan, Yu Qiao

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Washington（华盛顿大学） ； Shenzhen Institutes of Advanced Technology（深圳先进技术研究所） ； Chinese Academy of Sciences（中国科学院） ； State Key Laboratory of Ophthalmology（眼科学国家重点实验室） ； Zhongshan Ophthalmic Center（中山眼科中心） ； Sun Yat-sen University（中山大学） ； Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science（广东省眼科学与视觉科学重点实验室） ； Guangdong Provincial Clinical Research Center for Ocular Diseases（广东省眼科临床研究中心） ； Department of Bioengineering（生物工程系） ； Department of Radiology（放射科） 纠错

Comments Accepted by IEEE TPAMI, 14 pages, 15 tables, 4 figures with Appendix

DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion

Huiguo He, Huan Yang, Zixi Tuo, Yuan Zhou, Qiuyue Wang, Yuhang Zhang, Zeyu Liu, Wenhao Huang, Hongyang Chao, Jian Yin

机构 * School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） ； School of Artificial Intelligence, Sun Yat-sen University（中山大学人工智能学院） 纠错

Comments Accepted by TPAMI

Enhanced Generative Structure Prior for Chinese Text Image Super-resolution

Xiaoming Li, Wangmeng Zuo, Chen Change Loy

机构 * S-Lab, Nanyang Technological University, Singapore（南洋理工大学S实验室） ； Faculty of Computing, Harbin Institute of Technology, Harbin, China（哈尔滨工业大学计算机学院） 纠错

Comments TPAMI

MBA-SLAM: Motion Blur Aware Gaussian Splatting SLAM

Peng Wang, Lingzhe Zhao, Yin Zhang, Shiyu Zhao, Peidong Liu

机构 * College of Computer Science and Technology at Zhejiang University（浙江大学计算机科学与技术学院） ； School of Engineering at Westlake University（西湖大学工程学院） ； School of Engineering, Westlake University（西湖大学工程学院） 纠错

Comments Accepted to TPAMI; Deblur Gaussian Splatting SLAM