ACM MM

Graph-Guided Dual-Level Augmentation for 3D Scene Segmentation

Hongbin Lin, Yifan Jiang, Juangui Xu, Jesse Jiaxi Xu, Yi Lu, Zhengyu Hu, Ying-Cong Chen, Hao Wang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； University of Toronto（多伦多大学） 纠错

Comments 15 pages, 11 figures, to be published in ACMMM 2025 Conference

DACA-Net: A Degradation-Aware Conditional Diffusion Network for Underwater Image Enhancement

Chang Huang, Jiahang Cao, Jun Ma, Kieren Yu, Cong Li, Huayong Yang, Kaishun Wu

机构 * The Hong Kong University of Science and Technology (Guangzhou), Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou)（香港科学与技术大学（广州）、广东海洋工程科学实验室（广州）） ； The Hong Kong University of Science（香港科学与技术大学） ； Engineering Guangdong Laboratory (Guangzhou)（广东工程实验室（广州）） 纠错

Comments accepted by ACM MM 2025

Shallow Features Matter: Hierarchical Memory with Heterogeneous Interaction for Unsupervised Video Object Segmentation

Zheng Xiangyu, He Songcheng, Li Wanyun, Li Xiaoqiang, Zhang Wei

机构 * Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University（上海智能信息处理重点实验室，计算机科学与人工智能学院，复旦大学） ； The School of Computer Engineering and Science, Shanghai University（上海大学计算机工程与科学学院） 纠错

Comments Accepted to ACM MM'25: The 33rd ACM International Conference on Multimedia Proceedings

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors

Jia Li, Yichao He, Jiacheng Xu, Tianhao Luo, Zhenzhen Hu, Richang Hong, Meng Wang

机构 * Hefei University of Technology（合肥工业大学） 纠错

Comments 8 pages, 3 figures, ACM MM 2025

See Different, Think Better: Visual Variations Mitigating Hallucinations in LVLMs

Ziyun Dai, Xiaoqiang Li, Shaohua Zhang, Yuanchen Wu, Jide Li

Comments Accepted by ACM MM25

Journal ref 33rd ACM International Conference on Multimedia 2025

Rethinking Individual Fairness in Deepfake Detection

Aryana Hou, Li Lin, Justin Li, Shu Hu

机构 * Clarkstown High School South（Clarkstown 高中南分校） ； Purdue University（普渡大学） ； Carmel High School（Carmel 高中） 纠错

Comments This paper has been accepted by ACM MM 2025

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

Diffusion-based Adversarial Identity Manipulation for Facial Privacy Protection

Liqin Wang, Qianyue Hu, Wei Lu, Xiangyang Luo

机构 * School of Computer Science ； Engineering, Sun Yat-sen University Guangzhou China ； State Key Laboratory of Mathematical Engineering ； Engineering, Sun Yat-sen University 纠错

Comments Accepted by ACM MM 2025

Differential Contrastive Training for Gaze Estimation

Lin Zhang, Yi Tian, XiYun Wang, Wanru Xu, Yi Jin, Yaping Huang

机构 * Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence（北京交通大数据挖掘与具身智能重点实验室） ； Beijing Jiaotong University（北京交通大学） ； School of Computer Science and Technology（计算机科学与技术学院） 纠错

Comments Accepted by ACM MM 2025