多模态信息融合

SP$^2$T: Sparse Proxy Attention for Dual-stream Point Transformer

Jiaxu Wan, Hong Zhang, Ziqi He, Yangyan Deng, Qishu Wang, Ding Yuan, Yifan Yang

机构 * School of Aerospace, BUAA（航空学院） ； School of Artificial Intelligence, BUAA（人工智能学院） ； School of Electronics and Information Engineering, BUAA（电子与信息工程学院） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

Comments Accept by ICCV2025

FreqCross: A Multi-Modal Frequency-Spatial Fusion Network for Robust Detection of Stable Diffusion 3.5 Generated Images

Guang Yang

机构 * University of California, Berkeley（加州大学伯克利分校） 纠错

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV

Differential Attention for Multimodal Crisis Event Analysis

Nusrat Munia, Junfeng Zhu, Olfa Nasraoui, Abdullah-Al-Zubaer Imran

机构 * University of Kentucky（肯塔基大学） ； Kentucky Geological Survey（肯塔基地质调查局） ； University of Louisville（路易斯维尔大学） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

Comments Presented at CVPRw 2025, MMFM3

MRC-DETR: An Adaptive Multi-Residual Coupled Transformer for Bare Board PCB Defect Detection

Jiangzhong Cao, Huanqi Wu, Xu Zhang, Lianghong Tan, Huan Zhang

机构 * School of Information Engineering, Guangdong University of Technology（广东科技大學信息工程學院） ； School of Computer Science, Wuhan University（武漢大學計算機科學學院） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

Cooperative Sensing in Cell-free Massive MIMO ISAC Systems: Performance Optimization and Signal Processing

Haotian Liu, Zhiqing Wei, Luyang Sun, Ruizhong Xu, Yixin Zhang, Zhiyong Feng

专题命中 融合架构与评测 ：information fusion(abstract)；分类 eess.SP

Comments 13 pages, 10 figures

Event Data Association via Robust Model Fitting for Event-based Object Tracking

Haosheng Chen, Yue Wu, Yidong Peng

机构 * Chongqing University of Posts and Telecommunications（重庆邮电大学） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

Comments 32 pages, 7 figures

Trajectory Prediction in Dynamic Object Tracking: A Critical Study

Zhongping Dong, Liming Chen, Mohand Tahar Kechadi

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

Semi-Supervised Multi-Modal Medical Image Segmentation for Complex Situations

Dongdong Meng, Sheng Li, Hao Wu, Guoping Wang, Xueqing Yan

机构 * School of Physics, Peking University, Beijing, China（北京大学物理系） ； School of Computer Science, Peking University, Beijing, China（北京大学计算机系） ； Department of Radiotherapy, Peking University Cancer Hospital, Beijing, China（北京大学肿瘤医院放疗科） 纠错

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV

Comments 10 pages, 2 figures, accepted at MICCAI 2025

Multimodal Machine Translation with Visual Scene Graph Pruning

Chenyu Lu, Shiliang Sun, Jing Zhao, Nan Zhang, Tengfei Song, Hao Yang

机构 * East China Normal University（东华师范大学） ； Shanghai Jiao Tong University（上海交通大学） ； Wenzhou University（温州大学） ； Huawei Technologies Ltd（华为技术有限公司） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

RoHyDR: Robust Hybrid Diffusion Recovery for Incomplete Multimodal Emotion Recognition

Yuehan Jin, Xiaoqing Liu, Yiyuan Yang, Zhiwen Yu, Tong Zhang, Kaixiang Yang

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； South China University of Technology（华南理工大学） ； School of Future Technology（未来技术学院） ； University of Oxford（牛津大学） ； Pengcheng Laboratory（鹏城实验室） ； Department of Computer Science（计算机科学系） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

Multimodal Event Detection: Current Approaches and Defining the New Playground through LLMs and VLMs

Abhishek Dey, Aabha Bothera, Samhita Sarikonda, Rishav Aryan, Sanjay Kumar Podishetty, Akshay Havalgi, Gaurav Singh, Saurabh Srivastava

机构 * George Mason University（乔治·马歇尔大学） ； Amazon（亚马逊公司） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

Comments Accepted at NLDB 2025

Person Recognition at Altitude and Range: Fusion of Face, Body Shape and Gait

Feng Liu, Nicholas Chimitt, Lanqing Guo, Jitesh Jain, Aditya Kane, Minchul Kim, Wes Robbins, Yiyang Su, Dingqiang Ye, Xingguang Zhang, Jie Zhu, Siddharth Satyakam, Christopher Perry, Stanley H. Chan, Arun Ross, Humphrey Shi, Zhangyang Wang, Anil Jain, Xiaoming Liu

机构 * Department of Computer Science and Engineering, Michigan State University（计算机科学与工程系，密歇根州立大学） ； School of Electrical and Computer Engineering, Purdue University（电气与计算机工程学院，普渡大学） ； School of Interactive Computing, Georgia Tech（交互计算学院，佐治亚理工学院） ； Department of Electrical and Computer Engineering, University of Texas at Austin（电气与计算机工程系，德克萨斯大学奥斯汀分校） 纠错

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV

Comments 18 pages, 12 figures

Localization and Tracking for Cooperative Users in Multi-RIS-assisted Systems: Theoretical Analysis and Principles of Interpretations

Peng Gao, Lixiang Lian, Yuan Shen

专题命中 融合架构与评测 ：information fusion(abstract)；分类 eess.SP

No Re-Train, More Gain: Upgrading Backbones with Diffusion model for Pixel-Wise and Weakly-Supervised Few-Shot Segmentation

Shuai Chen, Fanman Meng, Chenhao Wu, Haoran Wei, Runtong Zhang, Qingbo Wu, Linfeng Xu, Hongliang Li

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

Comments 9 figures

Interpreting Object-level Foundation Models via Visual Precision Search

Ruoyu Chen, Siyuan Liang, Jingzhi Li, Shiming Liu, Maosen Li, Zhen Huang, Hua Zhang, Xiaochun Cao

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

Comments Accepted to CVPR 2025 (Highlight)

Leveraging Embedding Techniques in Multimodal Machine Learning for Mental Illness Assessment

Abdelrahaman A. Hassan, Abdelrahman A. Ali, Aya E. Fouda, Radwa J. Hanafy, Mohammed E. Fouda

专题命中 融合架构与评测 ：decision-level fusion(abstract)；分类 cs.CV

Diffusion Models in 3D Vision: A Survey

Zhen Wang, Dongyuan Li, Yaozu Wu, Tianyu He, Jiang Bian, Renhe Jiang

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

FrustumFusionNets: A Three-Dimensional Object Detection Network Based on Tractor Road Scene

Lili Yang, Mengshuai Chang, Xiao Guo, Yuxin Feng, Yiwen Mei, Caicong Wu

专题命中 融合架构与评测 ：hybrid fusion(abstract)；分类 cs.CV

Flatness Improves Backbone Generalisation in Few-shot Classification

Rui Li, Martin Trapp, Marcus Klasson, Arno Solin

专题命中 融合架构与评测 ：information fusion(abstract)；分类 cs.CV

Aligning First, Then Fusing: A Novel Weakly Supervised Multimodal Violence Detection Method

Wenping Jin, Li Zhu, Jing Sun

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

Multi-Modal Mamba Modeling for Survival Prediction (M4Survive): Adapting Joint Foundation Model Representations

Ho Hin Lee, Alberto Santamaria-Pang, Jameson Merkov, Matthew Lungren, Ivan Tarapov

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV

Comments 10 pages

AdaptiveFusion: Adaptive Multi-Modal Multi-View Fusion for 3D Human Body Reconstruction

Anjun Chen, Xiangyu Wang, Zhi Xu, Kun Shi, Yan Qin, Yuchi Huo, Jiming Chen, Qi Ye

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV

Comments TMM 2025, Project Page: https://chen3110.github.io/adaptivefusion/index.html

A Marginal Distributionally Robust Kalman Filter for Centralized Fusion

Weizhi Chen, Yaowen Li, Yu Liu, You He

专题命中 融合架构与评测 ：information fusion(abstract)；分类 eess.SP

GazeCLIP: Enhancing Gaze Estimation Through Text-Guided Multimodal Learning

Jun Wang, Hao Ruan, Liangjian Wen, Yong Dai, Mingjie Wang

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.CV

A Model Fusion Distributed Kalman Filter For Non-Gaussian Observation Noise

Xuemei Mao, Gang Wang, Bei Peng, Jiacheng He, Kun Zhang, Song Gao, Jian Chen

专题命中 融合架构与评测 ：information fusion(abstract)；分类 eess.SP

Comments This paper has been accepted and published in IEEE Internet of Things Journal (Early Access), 2025. The final published version is available at: https://doi.org/10.1109/JIOT.2025.3526240

Multi-Modal Variable-Rate CSI Reconstruction for FDD Massive MIMO Systems

Yunseo Nam, Jiwook Choi

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 eess.SP

Can We Talk Models Into Seeing the World Differently?

Paul Gavrikov, Jovita Lukasik, Steffen Jung, Robert Geirhos, M. Jehanzeb Mirza, Margret Keuper, Janis Keuper

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV

Comments Accepted at ICLR 2025

Joint Bistatic Positioning and Monostatic Sensing: Optimized Beamforming and Performance Tradeoff

Yuchen Zhang, Hui Chen, Pinjun Zheng, Boyu Ning, Hong Niu, Henk Wymeersch, Tareq Y. Al-Naffouri

专题命中 融合架构与评测 ：information fusion(abstract)；分类 eess.SP

Comments This work has been submitted to IEEE for possible publication

A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Wei Wang, Xiping Hu, Steven Hoi, Edith Ngai

专题命中 融合架构与评测 ：multimodal fusion(abstract)；分类 cs.MM

Fg-T2M++: LLMs-Augmented Fine-Grained Text Driven Human Motion Generation

Yin Wang, Mu Li, Jiapeng Liu, Zhiying Leng, Frederick W. B. Li, Ziyao Zhang, Xiaohui Liang

专题命中 融合架构与评测 ：multi-modal fusion(abstract)；分类 cs.CV