视觉大模型 / VLM

Derm1M: A Million-scale Vision-Language Dataset Aligned with Clinical Ontology Knowledge for Dermatology

Siyuan Yan, Ming Hu, Yiwen Jiang, Xieji Li, Hao Fei, Philipp Tschandl, Harald Kittler, Zongyuan Ge

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments Our dataset and code will be publicly available at https://github.com/SiyuanYan1/Derm1M

Eye Gaze as a Signal for Conveying User Attention in Contextual AI Systems

Ethan Wilson, Naveen Sendhilnathan, Charlie S. Burlingham, Yusuf Mansour, Robert Cavin, Sai Deep Tetali, Ajoy Savio Fernandes, Michael J. Proulx

专题命中 其他VLM ：vision language model(abstract)；分类 cs.CV

Comments To appear in ETRA '25: Proceedings of the 2025 Symposium on Eye Tracking Research and Applications

ExpertAF: Expert Actionable Feedback from Video

Kumar Ashutosh, Tushar Nagarajan, Georgios Pavlakos, Kris Kitani, Kristen Grauman

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments CVPR 2025

Perception-R1: Pioneering Perception Policy with Reinforcement Learning

En Yu, Kangheng Lin, Liang Zhao, Jisheng Yin, Yana Wei, Yuang Peng, Haoran Wei, Jianjian Sun, Chunrui Han, Zheng Ge, Xiangyu Zhang, Daxin Jiang, Jingyu Wang, Wenbing Tao

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

Comments Github page: https://github.com/linkangheng/PR1

CollEX -- A Multimodal Agentic RAG System Enabling Interactive Exploration of Scientific Collections

Florian Schneider, Narges Baba Ahmadi, Niloufar Baba Ahmadi, Iris Vogel, Martin Semmann, Chris Biemann

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

RAVEN: An Agentic Framework for Multimodal Entity Discovery from Large-Scale Video Collections

Kevin Dela Rosa

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.AI

Comments Presented at AI Agent for Information Retrieval: Generating and Ranking (Agent4IR) @ AAAI 2025 [https://sites.google.com/view/ai4ir/aaai-2025]

Evaluating Graphical Perception with Multimodal LLMs

Rami Huu Nguyen, Kenichi Maeda, Mahsa Geshvadi, Daniel Haehn

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments 6 pages, 5 figures, 1 teaser, IEEE Pacific Visualization 2025 Conference

MORAL: A Multimodal Reinforcement Learning Framework for Decision Making in Autonomous Laboratories

Natalie Tirabassi, Sathish A. P. Kumar, Sumit Jha, Arvind Ramanathan

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.LG

Comments 9 pages, 14 figures and 3 tables

BioAtt: Anatomical Prior Driven Low-Dose CT Denoising

Namhun Kim, UiHyun Cho

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments 14 pages

OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation

Pengfei Zhou, Xiaopeng Peng, Jiajun Song, Chuanhao Li, Zhaopan Xu, Yue Yang, Ziyao Guo, Hao Zhang, Yuqi Lin, Yefei He, Lirui Zhao, Shuo Liu, Tianhua Li, Yuxuan Xie, Xiaojun Chang, Yu Qiao, Wenqi Shao, Kaipeng Zhang

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments 53 pages, 19 figures, accepted by CVPR 2025

Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval

Junyang Chen, Hanjiang Lai

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments accepted by ICME 2025, this is the full version of paper

Video-3D LLM: Learning Position-Aware Video Representation for 3D Scene Understanding

Duo Zheng, Shijia Huang, Liwei Wang

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments Accepted by CVPR 2025

VideoMix: Aggregating How-To Videos for Task-Oriented Learning

Saelyne Yang, Anh Truong, Juho Kim, Dingzeyu Li

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments In Proceedings of the 30th International Conference on Intelligent User Interfaces (IUI '25) 2025

Vision as LoRA

Han Wang, Yongjie Ye, Bingru Li, Yuxiang Nie, Jinghui Lu, Jingqun Tang, Yanjie Wang, Can Huang

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

Narrating the Video: Boosting Text-Video Retrieval via Comprehensive Utilization of Frame-Level Captions

Chan Hur, Jeong-hun Hong, Dong-hun Lee, Dabin Kang, Semin Myeong, Sang-hyo Park, Hyeyoung Park

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments Accepted at CVPR 2025

CoLLM: A Large Language Model for Composed Image Retrieval

Chuong Huynh, Jinyu Yang, Ashish Tawari, Mubarak Shah, Son Tran, Raffay Hamid, Trishul Chilimbi, Abhinav Shrivastava

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments CVPR 2025. Project page: https://collm-cvpr25.github.io/

STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding

Zichen Liu, Kunlun Xu, Bing Su, Xu Zou, Yuxin Peng, Jiahuan Zhou

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Explaining Domain Shifts in Language: Concept erasing for Interpretable Image Classification

Zequn Zeng, Yudi Su, Jianqiao Sun, Tiansheng Wen, Hao Zhang, Zhengjue Wang, Bo Chen, Hongwei Liu, Jiawei Ma

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments Accepted by CVPR2025

MuMA: 3D PBR Texturing via Multi-Channel Multi-View Generation and Agentic Post-Processing

Lingting Zhu, Jingrui Ye, Runze Zhang, Zeyu Hu, Yingda Yin, Lanjiong Li, Jinnan Chen, Shengju Qian, Xin Wang, Qingmin Liao, Lequan Yu

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments 17 pages, 14 figures

M3: 3D-Spatial MultiModal Memory

Xueyan Zou, Yuchen Song, Ri-Zhao Qiu, Xuanbin Peng, Jianglong Ye, Sifei Liu, Xiaolong Wang

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments ICLR2025 homepage: https://m3-spatial-memory.github.io code: https://github.com/MaureenZOU/m3-spatial

Multimodal Mamba: Decoder-only Multimodal State Space Model via Quadratic to Linear Distillation

Bencheng Liao, Hongyuan Tao, Qian Zhang, Tianheng Cheng, Yingyue Li, Haoran Yin, Wenyu Liu, Xinggang Wang

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments Code and model are available at https://github.com/hustvl/mmMamba

Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identification

Jiayu Jiang, Changxing Ding, Wentao Tan, Junhong Wang, Jin Tao, Xiangmin Xu

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

Comments CVPR 2025. Project website: https://github.com/sssaury/HAM

Image Super-Resolution with Text Prompt Diffusion

Zheng Chen, Yulun Zhang, Jinjin Gu, Xin Yuan, Linghe Kong, Guihai Chen, Xiaokang Yang

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

Comments Code is available at https://github.com/zhengchen1999/PromptSR

Learning A Zero-shot Occupancy Network from Vision Foundation Models via Self-supervised Adaptation

Sihao Lin, Daqi Liu, Ruochong Fu, Dongrui Liu, Andy Song, Hongwei Xie, Zhihui Li, Bing Wang, Xiaojun Chang

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments preprint

OSCAR: Object Status and Contextual Awareness for Recipes to Support Non-Visual Cooking

Franklin Mingzhe Li, Kaitlyn Ng, Bin Zhu, Patrick Carrington

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments CHI 2025 Late Breaking Work

Multi-modal Summarization in Model-Based Engineering: Automotive Software Development Case Study

Nenad Petrovic, Yurui Zhang, Moaad Maaroufi, Kuo-Yi Chao, Lukasz Mazur, Fengjunjie Pan, Vahid Zolfaghari, Alois Knoll

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.AI

Comments Conference paper accepted for IntelliSys2025

Language-Guided Visual Perception Disentanglement for Image Quality Assessment and Conditional Image Generation

Zhichao Yang, Leida Li, Pengfei Chen, Jinjian Wu, Giuseppe Valenzise

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Patient-Level Anatomy Meets Scanning-Level Physics: Personalized Federated Low-Dose CT Denoising Empowered by Large Language Model

Ziyuan Yang, Yingyu Chen, Zhiwen Wang, Hongming Shan, Yang Chen, Yi Zhang

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

Comments Accepted by CVPR 2025

VideoA11y: Method and Dataset for Accessible Video Description

Chaoyu Li, Sid Padmanabhuni, Maryam Cheema, Hasti Seifi, Pooyan Fazli

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments ACM CHI 2025

Pathology Report Generation and Multimodal Representation Learning for Cutaneous Melanocytic Lesions

Ruben T. Lucassen, Sander P. J. Moonemans, Tijn van de Luijtgaarden, Gerben E. Breimer, Willeke A. M. Blokx, Mitko Veta

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments 11 pages, 2 figures. arXiv admin note: text overlap with arXiv:2502.19285