ACM MM

Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning

Yu Zhao, Ying Zhang, Xuhui Sui, Baohang Zhou, Haoze Zhu, Jeff Z. Pan, Xiaojie Yuan

Comments Accepted by ACM MM 2025

Controllable Video-to-Music Generation with Multiple Time-Varying Conditions

Junxian Wu, Weitao You, Heda Zuo, Dengming Zhang, Pei Chen, Lingyun Sun

机构 * Zhejiang University（浙江大学） 纠错

Comments Accepted by the 33rd ACM International Conference on Multimedia (ACMMM 2025). The project page is available at https://kita-wjx.github.io/MCV2M/

Lightweight Remote Sensing Scene Classification on Edge Devices via Knowledge Distillation and Early-exit

Yang Zhao, Shusheng Li, Xueshang Feng

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学深圳研究院） 纠错

Comments 9 pages, 5 figures, to be published in ACM Multimedia 2025

VLMPlanner: Integrating Visual Language Models with Motion Planning

Zhipeng Tang, Sha Zhang, Jiajun Deng, Chenjie Wang, Guoliang You, Yuting Huang, Xinrui Lin, Yanyong Zhang

机构 * University of Science and Technology of China（科学技术大学） ； University of Adelaide（阿德莱德大学） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（合肥综合性国家科学中心人工智能研究院） 纠错

Comments 8 pages, 3 figures, this paper has been accepted by ACM MM 2025

MIPS: a Multimodal Infinite Polymer Sequence Pre-training Framework for Polymer Property Prediction

Jiaxi Wang, Yaosen Min, Xun Zhu, Miao Li, Ji Wu

机构 * Department of Electronic Engineering, Tsinghua University Beijing China ； Zhongguancun Institute of Artificial Intelligence Beijing China ； Department of Electronic Engineering \& College of AI, Tsinghua University Beijing National Research Center for Information Science ； Department of Electronic Engineering, Tsinghua University ； Zhongguancun Institute of Artificial Intelligence 纠错

Comments 14 pages, 8 figures, accepted by ACM Multimedia 2025 (oral)

AF-CLIP: Zero-Shot Anomaly Detection via Anomaly-Focused CLIP Adaptation

Qingqing Fang, Wenxi Lv, Qinliang Su

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； Sun Yat-sen University（中山大学） ； Guangdong Key Laboratory of Big Data Analysis and Processing（大数据分析与处理广东省重点实验室） 纠错

Comments The paper is accepted by ACM MM' 25

Anchoring Trends: Mitigating Social Media Popularity Prediction Drift via Feature Clustering and Expansion

Chia-Ming Lee, Bo-Cheng Qiu, Cheng-Jun Kang, Yi-Hsuan Wu, Jun-Lin Chen, Yu-Fan Lin, Yi-Shiuan Chou, Chih-Chung Hsu

Comments Accepted by ACM Multimedia 2025

ChoreoMuse: Robust Music-to-Dance Video Generation with Style Transfer and Beat-Adherent Motion

Xuanchen Wang, Heng Wang, Weidong Cai

机构 * School of Computer Science, The University of Sydney（计算机科学学院，悉尼大学） 纠错

Comments 10 pages, 5 figures, accepted by the 33rd ACM International Conference on Multimedia (ACM MM 2025), demo page: https://choreomuse.github.io

SonicGauss: Position-Aware Physical Sound Synthesis for 3D Gaussian Representations

Chunshi Wang, Hongxing Li, Yawei Luo

机构 * Zhejiang University（浙江大学） 纠错

Comments Accepted by ACMMM'25

DS-Det: Single-Query Paradigm and Attention Disentangled Learning for Flexible Object Detection

Guiping Cao, Xiangyuan Lan, Wenjian Huang, Jianguo Zhang, Dongmei Jiang, Yaowei Wang

机构 * RITAS, Southern University of Science and Technology（南方科技大学RITAS） ； Pengcheng Laboratory（鹏城实验室） ； Pazhou Laboratory (Huangpu)（黄埔实验室） ； Department of Computer Science and Engineering, Southern University of Science and Technology（南方科技大学计算机科学与工程系） ； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） 纠错

Journal ref The 33rd ACM International Conference on Multimedia 2025

Learning from Heterogeneity: Generalizing Dynamic Facial Expression Recognition via Distributionally Robust Optimization

Feng-Qi Cui, Anyang Tong, Jinyang Huang, Jie Zhang, Dan Guo, Zhi Liu, Meng Wang

机构 * Hefei University of Technology（合肥工业大学） ； The University of Electro-Communications（电通大学） 纠错

Comments Accepted by ACM MM'25

EventVAD: Training-Free Event-Aware Video Anomaly Detection

Yihua Shao, Haojin He, Sijie Li, Siyu Chen, Xinwei Long, Fanhu Zeng, Yuxuan Fan, Muyang Zhang, Ziyang Yan, Ao Ma, Xiaochen Wang, Hao Tang, Yan Wang, Shuyan Li

机构 * Peking University（北京大学） ； Guangdong University of Technology（广东工业大学） ； The University of Sheffield（谢菲尔德大学） ； University of Science and Technology Beijing（北京科技大学） ； Tsinghua University（清华大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Nanjing University（南京大学） ； University of Trento（特伦特大学） ； Queen's University Belfast（贝尔法斯特女王大学） 纠错

Comments Paper was accepted by ACM MM 2025; Code: https://github.com/YihuaJerry/EventVAD

CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models

Shunchang Liu, Zhuan Shi, Lingjuan Lyu, Yaochu Jin, Boi Faltings

机构 * EPFL（苏黎世联邦理工学院） ； Mila - Quebec AI Institute Mcgill University（蒙特利尔麦吉尔大学人工智能研究所） ； Westlake University（西湖大学） 纠错

Comments Accepted by ACM MM 2025