ACM MM

FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks

Tianyi Wang, Harry Cheng, Ming-Hui Liu, Mohan Kankanhalli

机构 * National University of Singapore（新加坡国立大学） ； Shandong University（山东大学） 纠错

Comments ACM Multimedia 2025 Oral

Phys4DGen: Physics-Compliant 4D Generation with Multi-Material Composition Perception

Jiajing Lin, Zhenzhong Wang, Dejun Xu, Shu Jiang, YunPeng Gong, Min Jiang

机构 * School of Informatics, Xiamen University（厦门大学信息学院） 纠错

Comments Accepted by ACM MM 2025. Project Page: https://jiajinglin.github.io/Phys4DGen

NavigScene: Bridging Local Perception and Global Navigation for Beyond-Visual-Range Autonomous Driving

Qucheng Peng, Chen Bai, Guoxiang Zhang, Bo Xu, Xiaotong Liu, Xiaoyin Zheng, Chen Chen, Cheng Lu

机构 * Center for Research in Computer Vision, University of Central Florida（计算机视觉研究中心，中央佛罗里达大学） 纠错

Comments Accepted by ACM Multimedia 2025

MORE: Multi-Organ Medical Image REconstruction Dataset

Shaokai Wu, Yapan Guo, Yanbiao Ji, Jing Tong, Yuxiang Lu, Mei Li, Suizhi Huang, Yue Ding, Hongtao Lu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Suzhou Xiangcheng People’s Hospital（苏州湘城人民医院） 纠错

Comments Accepted to ACMMM 2025

MoralCLIP: Contrastive Alignment of Vision-and-Language Representations with Moral Foundations Theory

Ana Carolina Condez, Diogo Tavares, João Magalhães

机构 * NOVA LINCS, NOVA School of Science and Technology（NOVA LINCS，NOVA科学与技术学院） 纠错

Comments Updated version: corresponds to the ACM MM '25 published paper and includes full appendix material

Evaluating the Evaluators: Towards Human-aligned Metrics for Missing Markers Reconstruction

Taras Kucherenko, Derek Peristy, Judith Bütepage

机构 * SEED, Electronic Arts（SEED，电子艺名） 纠错

Comments Accepted at the ACM International Conference on Multimedia 2025 (ACM MM'25)

Signal-SGN: A Spiking Graph Convolutional Network for Skeletal Action Recognition via Learning Temporal-Frequency Dynamics

Naichuan Zheng, Yuchen Du, Hailun Xia, Zeyu Liang

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia, 2025

Target-Guided Bayesian Flow Networks for Quantitatively Constrained CAD Generation

Wenhao Zheng, Chenwei Sun, Wenbo Zhang, Jiancheng Lv, Xianggen Liu

机构 * College of Computer Science, Sichuan University（四川大学计算机科学学院） ； School of Computer Science and Technology, Xidian University（西安电子科技大学计算机科学与技术学院） ； Engineering Research Center of Machine Learning and Industry Intelligence, Ministry of Education, Chengdu, China（教育部机器学习与工业智能工程研究中心） 纠错

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia (2025) 3330-3339

Towards Blind Bitstream-corrupted Video Recovery via a Visual Foundation Model-driven Framework

Tianyi Liu, Kejun Wu, Chen Cai, Yi Wang, Kim-Hui Yap, Lap-Pui Chau

机构 * School of EEE, Nanyang Technological University（南洋理工大学电子工程系） ； School of EIC, Huazhong University of Science and Technology（华中科技大学电子信息学院） ； Dept. of EEE, The Hong Kong Polytechnic University（香港理工大学电子工程系） 纠错

Comments 10 pages, 5 figures, accepted by ACMMM 2025

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia, 2025

Clustering-Oriented Generative Attribute Graph Imputation

Mulin Chen, Bocheng Wang, Jiaxin Zhong, Zongcheng Miao, Xuelong Li

机构 * School of Artificial Intelligence, OPtics and ElectroNics (iOPEN)（人工智能学院（iOPEN）） ； Northwestern Polytechnical University（西北工业大学） ； Institute of Artificial Intelligence (TeleAI)（人工智能研究所（TeleAI）） 纠错

Comments Accepted by ACM MM'25

Journal ref ACM MM (2025), pages 1092-1101

Queryable 3D Scene Representation: A Multi-Modal Framework for Semantic Reasoning and Robotic Task Planning

Xun Li, Rodrigo Santa Cruz, Mingze Xi, Hu Zhang, Madhawa Perera, Ziwei Wang, Ahalya Ravendran, Brandon J. Matthews, Feng Xu, Matt Adcock, Dadong Wang, Jiajun Liu

机构 * CSIRO（澳大利亚联邦科学与工业研究组织） 纠错

Journal ref MM '25: Proceedings of the 33rd ACM International Conference on Multimedia (2025) Pages 12492 - 12500

GEMeX-RMCoT: An Enhanced Med-VQA Dataset for Region-Aware Multimodal Chain-of-Thought Reasoning

Bo Liu, Xiangyu Zhao, Along He, Yidi Chen, Huazhu Fu, Xiao-Ming Wu

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Shenzhen University（深圳大学） ； West China Hospital of Sichuan University（四川大学华西医院） ； IHPC, Agency for Science, Technology and Research（科技研究局IHPC） 纠错

Comments Accepted at ACM MM 2025 (also known as GEMeX-ThinkVG)

BiECVC: Gated Diversification of Bidirectional Contexts for Learned Video Compression

Wei Jiang, Junru Li, Kai Zhang, Li Zhang

机构 * Bytedance（字节跳动） 纠错

Comments Accepted to ACMMM 2025

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia, pp.7248-7257, 2025

Estimation of Fireproof Structure Class and Construction Year for Disaster Risk Assessment

Hibiki Ayabe, Kazushi Okamoto, Koki Karube, Atsushi Shibata, Kei Harada

机构 * The University of Electro-Communications（电通大学） 纠错

Journal ref Workshop on Visual and Signal Communication Technologies in Design of Housing, Urban Spaces, Local Communities, and Human Behavior in conjunction with ACM Multimedia Asia 2025

Toward Robust Signed Graph Learning through Joint Input-Target Denoising

Junran Wu, Beng Chin Ooi, Ke Xu

机构 * National University of Singapore（新加坡国立大学） ； Zhejiang University（浙江大学） ； Beihang University（北京航空航天大学） 纠错

Comments ACM MM 2025

Gaze into the Heart: A Multi-View Video Dataset for rPPG and Health Biomarkers Estimation

Konstantin Egorov, Stepan Botman, Pavel Blinov, Galina Zubkova, Anton Ivaschenko, Alexander Kolsanov, Andrey Savchenko

机构 * Sber AI Lab（Sber AI实验室） ； Samara State Medical University（萨马拉州医学大学） ； ISP RAS Research Center for Trusted Artificial Intelligence（俄罗斯科学院信息与通信技术研究所可信人工智能研究中心） 纠错

Comments Accepted to ACMMM 2025, Datasets track

CapRecover: A Cross-Modality Feature Inversion Attack Framework on Vision Language Models

Kedong Xiu, Sai Qian Zhang

机构 * New York University（纽约大学） 纠错

Comments 9 pages, accepted by the 2025 ACM Multimedia Conference. Code is available at https://jus1mple.github.io/Image2CaptionAttack

HiProbe-VAD: Video Anomaly Detection via Hidden States Probing in Tuning-Free Multimodal LLMs

Zhaolin Cai, Fan Li, Ziwei Zheng, Yanjun Qin

机构 * Xinjiang University（新疆大学） ； Xi'an Jiaotong University（西安交通大学） 纠错

Comments Accepted by ACM MM 2025

Identity-Preserving Text-to-Video Generation Guided by Simple yet Effective Spatial-Temporal Decoupled Representations

Yuji Wang, Moran Li, Xiaobin Hu, Ran Yi, Jiangning Zhang, Han Feng, Weijian Cao, Yabiao Wang, Chengjie Wang, Lizhuang Ma

机构 * Shanghai Jiao Tong University, Tencent Youtu Lab（上海交通大学，腾讯云图实验室） ； Tencent Youtu Lab（腾讯云图实验室） ； Shanghai Jiao Tong University（上海交通大学） ； Tencent（腾讯） 纠错

Comments ACM Multimedia 2025; code URL: https://github.com/rain152/IPVG

DEEMO: De-identity Multimodal Emotion Recognition and Reasoning

Deng Li, Bohao Xing, Xin Liu, Baiqiang Xia, Bihan Wen, Heikki Kälviäinen

机构 * Lappeenranta-Lahti University of Technology LUT（拉普兰塔-拉赫蒂技术大学） ； Nanyang Technological University（南洋理工大学） ； Brno University of Technology（布拉格技术大学） 纠错

Comments Accepted by ACMMM 2025

Journal ref Proceedings of the 33rd ACM International Conference on Multimedia (2025)

Audio Does Matter: Importance-Aware Multi-Granularity Fusion for Video Moment Retrieval

Junan Lin, Daizong Liu, Xianke Chen, Xiaoye Qu, Xun Yang, Jixiang Zhu, Sanyuan Zhang, Jianfeng Dong

机构 * Zhejiang University（浙江大学） ； Peking University（北京大学） ； Zhejiang Gongshang University（浙江工商大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） 纠错

Comments Accepted to ACM MM 2025

Robust Understanding of Human-Robot Social Interactions through Multimodal Distillation

Tongfei Bian, Mathieu Chollet, Tanaya Guha

机构 * University of Glasgow（格拉斯哥大学） ； University of Glasgow School of Computer Science（格拉斯哥大学计算机科学学院） 纠错

Comments Accepted by ACM Multimedia 2025, camera-ready version

Mitigating Cross-modal Representation Bias for Multicultural Image-to-Recipe Retrieval

Qing Wang, Chong-Wah Ngo, Yu Cao, Ee-Peng Lim

机构 * Singapore Management University（新加坡管理大学） 纠错

Comments ACM Multimedia 2025

LEGO: A Lightweight and Efficient Multiple-Attribute Unlearning Framework for Recommender Systems

Fengyuan Yu, Yuyuan Li, Xiaohua Feng, Junjie Fang, Tao Wang, Chaochao Chen

机构 * Zhejiang University（浙江大学） ； Hangzhou Dianzi University（杭州电子科技大学） 纠错

Comments Accepted by ACM Multimedia 2025

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

Xueqi Ma, Yanbei Jiang, Sarah Erfani, James Bailey, Weifeng Liu, Krista A. Ehinger, Jey Han Lau

机构 * The University of Melbourne（墨尔本大学） ； China University of Petroleum (East China)（中国石油大学（华东）） 纠错

Comments Accepted by ACM Multimedia 2025

NeuroSwift: A Lightweight Cross-Subject Framework for fMRI Visual Reconstruction of Complex Scenes

Shiyi Zhang, Dong Liang, Yihang Zhou

机构 * Department of Electronic and Electrical Engineering, Southern University of Science and Technology（电子与电气工程系，南方科技大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） 纠错

Journal ref ACM Multimedia Asia (MMAsia), 2025

WMamba: Wavelet-based Mamba for Face Forgery Detection

Siran Peng, Tianshuo Zhang, Li Gao, Xiangyu Zhu, Haoyuan Zhang, Kai Pang, Zhen Lei

机构 * CMFT Co., Ltd.（CMFT公司） ； Guangzhou Pixel Solutions Co., Ltd.（广州像素解决方案公司） 纠错

Comments Accepted by ACM MM 2025

HGC-Avatar: Hierarchical Gaussian Compression for Streamable Dynamic 3D Avatars

Haocheng Tang, Ruoke Yan, Xinhui Yin, Qi Zhang, Xinfeng Zhang, Siwei Ma, Wen Gao, Chuanmin Jia

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University.（信息处理国家重点实验室，北京大学计算机科学学院） ； School of Computer Science and Technology, University of Chinese Academy of Sciences.（中国科学院大学计算机科学与技术学院） ； WICT, State Key Laboratory of Multimedia Information Processing, Peking University.（信息处理国家重点实验室，北京大学WICT） ； Institute for Clarity in Documentation（文档清晰性研究所） ； Inria Paris-Rocquencourt（巴黎- Rocquencourt 分部，Inria） ； Rajiv Gandhi University（拉贾·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（Palmer研究实验室） 纠错

Comments ACM International Conference on Multimedia 2025

NDM: A Noise-driven Detection and Mitigation Framework against Implicit Sexual Intentions in Text-to-Image Generation

Yitong Sun, Yao Huang, Ruochen Zhang, Huanran Chen, Shouwei Ruan, Ranjie Duan, Xingxing Wei

机构 * Institute of Artificial Intelligence, Beihang University（北航人工智能研究院） ； College of AI, Tsinghua University（清华人工智能学院） ； Security Group, Alibaba Group（阿里集团安全组） 纠错

Comments 10 pages, 8 figures, accepted by ACMMM 2025

BSGS: Bi-stage 3D Gaussian Splatting for Camera Motion Deblurring

An Zhao, Piaopiao Yu, Zhe Zhu, Mingqiang Wei

机构 * Nanjing University of Aeronautics and Astronautics（南京航空航天大学） 纠错

Comments Accept by ACM MM 2025