多模态大模型

AURA: A Fine-Grained Benchmark and Decomposed Metric for Audio-Visual Reasoning

Siminfar Samakoush Galougah, Rishie Raj, Sanjoy Chowdhury, Sayan Nag, Ramani Duraiswami

专题命中 多模态评测 ：audio-visual(title,abstract)；multimodal(abstract)；cross-modal(abstract)；omni-modal(abstract)

Unveiling Trust in Multimodal Large Language Models: Evaluation, Analysis, and Mitigation

Yichi Zhang, Yao Huang, Yifan Wang, Yitong Sun, Chang Liu, Zhe Zhao, Zhengwei Fang, Huanran Chen, Xiao Yang, Xingxing Wei, Hang Su, Yinpeng Dong, Jun Zhu

机构 * Department of Computer Science and Technology, College of AI, Institute for AI, Tsinghua-Bosch Joint ML Center, THBI Lab, BNRist Center, Tsinghua University（计算机科学与技术系、人工智能学院、人工智能研究所、清华-博世联合机器学习中心、THBI实验室、BNRist中心、清华大学） ； Institute of Artificial Intelligence, Beihang University（人工智能研究院、北航） ； RealAI 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.CL、cs.AI

Comments For Appendix, please refer to arXiv:2406.07057

BannerAgency: Advertising Banner Design with Multimodal LLM Agents

Heng Wang, Yotaro Shimose, Shingo Takamatsu

机构 * Sony Group Corporation（索尼集团） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

Comments Accepted as a main conference paper at EMNLP 2025

MuSeD: A Multimodal Spanish Dataset for Sexism Detection in Social Media Videos

Laura De Grazia, Pol Pastells, Mauro Vázquez Chas, Desmond Elliott, Danae Sánchez Villegas, Mireia Farrús, Mariona Taulé

机构 * University of Barcelona, CLiC-Language and Computing Center（巴塞罗那大学，CLiC语言与计算中心） ； University of Copenhagen, Department of Computer Science（哥本哈根大学，计算机科学系） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL、cs.AI

Comments COLM 2025 camera-ready version: expanded Section 4.3 with an additional experiment using an extended definition-based prompt (including a definition of sexist content), and applied minor corrections

BasketLiDAR: The First LiDAR-Camera Multimodal Dataset for Professional Basketball MOT

Ryunosuke Hayashi, Kohei Torimi, Rokuto Nagata, Kazuma Ikeda, Ozora Sako, Taichi Nakamura, Masaki Tani, Yoshimitsu Aoki, Kentaro Yoshioka

机构 * Keio University（Keio大学） ； AISIN CORPORATION（AISIN公司） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments Accepted to MMSports

On Evaluating the Adversarial Robustness of Foundation Models for Multimodal Entity Linking

Fang Wang, Yongjie Wang, Zonghao Yang, Minghao Hu, Xiaoying Bai

专题命中 多模态评测 ：multimodal(title,abstract)

SurgWound-Bench: A Benchmark for Surgical Wound Diagnosis

Jiahao Xu, Changchang Yin, Odysseas Chatzipanagiotou, Diamantis Tsilimigras, Kevin Clear, Bingsheng Yao, Dakuo Wang, Timothy Pawlik, Ping Zhang

机构 * The Ohio State University（俄亥俄州立大学） ； The Ohio State University Wexner Medical Center（俄亥俄州立大学韦克斯纳医学中心） ； Northeastern University（东北大学） 纠错

专题命中 多模态评测 ：MLLM(abstract)；分类 cs.CV、cs.AI

Cross-Modality Masked Learning for Survival Prediction in ICI Treated NSCLC Patients

Qilong Xing, Zikai Song, Bingxin Gong, Lian Yang, Junqing Yu, Wei Yang

机构 * School of Computer Science and Technology（计算机科学与技术学院） ； Department of Radiology, Union Hospital, Tongji Medical College（放射科、同济医学院附属医院） 纠错

专题命中 多模态评测 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Comments MICCAI 2025

RCDINO: Enhancing Radar-Camera 3D Object Detection with DINOv2 Semantic Features

Olga Matykina, Dmitry Yudin

机构 * Moscow Institute of Physics and Technology（莫斯科物理技术学院） ； AIRI 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.CV

Comments Accepted for publication in Optical Memory and Neural Networks, 2025

AeroDuo: Aerial Duo for UAV-based Vision and Language Navigation

Ruipu Wu, Yige Zhang, Jinyu Chen, Linjiang Huang, Shifeng Zhang, Xu Zhou, Liang Wang, Si Liu

机构 * Beihang University（北京航空航天大学） ； Sangfor Technologies Inc.（深信服科技有限公司） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.CV

Comments Accepted by ACM MM 2025

ADAM: An AI Reasoning and Bioinformatics Model for Alzheimer's Disease Detection and Microbiome-Clinical Data Integration

Ziyuan Huang, Vishaldeep Kaur Sekhon, Roozbeh Sadeghian, Maria L. Vaida, Cynthia Jo, Doyle Ward, Vanni Bucci, John P. Haran

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.AI

Comments 12 pages, 7 figures

AGP: A Novel Arabidopsis thaliana Genomics-Phenomics Dataset and its HyperGraph Baseline Benchmarking

Manuel Serna-Aguilera, Fiona L. Goggin, Aranyak Goswami, Alexander Bucksch, Suxing Liu, Khoa Luu

机构 * Department of Electrical Engineering and Computer Science（电气工程与计算机科学系） ； Department of Entomology and Plant Pathology（昆虫学与植物病理学系） ； Department of Animal Science（动物科学系） ； School of Plant Sciences（植物科学学院） 纠错

专题命中 多模态评测 ：multi-modal(abstract)