视觉大模型 / VLM

Use as Many Surrogates as You Want: Selective Ensemble Attack to Unleash Transferability without Sacrificing Resource Efficiency

Bo Yang, Hengwei Zhang, Jindong Wang, Yuchen Ren, Chenhao Lin, Chao Shen, Zhengyu Zhao

机构 * Information Engineering University（信息工程大学） ； Xi’an Jiaotong University（西安交通大学） 纠错

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

SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs

Shuhan Xu, Siyuan Liang, Hongling Zheng, Aishan Liu, Xinbiao Wang, Yong Luo, Fu Lin, Leszek Rutkowski, Dacheng Tao

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

Comments AAAI2026

SRSplat: Feed-Forward Super-Resolution Gaussian Splatting from Sparse Multi-View Images

Xinyuan Hu, Changyue Shi, Chuxiao Yang, Minghao Chen, Jiajun Ding, Tao Wei, Chen Wei, Zhou Yu, Min Tan

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

Comments AAAI2026-Oral. Project Page: https://xinyuanhu66.github.io/SRSplat/

Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval

Shubhashis Roy Dipta, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

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

Comments Accepted in IJCNLP-AACL 2025 (also presented in MAGMAR 2025 at ACL 2025)

Efficient and Effective In-context Demonstration Selection with Coreset

Zihua Wang, Jiarui Wang, Haiyang Xu, Ming Yan, Fei Huang, Xu Yang, Xiu-Shen Wei, Siya Mi, Yu Zhang

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

Comments This paper is accepted by AAAI26

Harnessing Textual Semantic Priors for Knowledge Transfer and Refinement in CLIP-Driven Continual Learning

Lingfeng He, De Cheng, Di Xu, Huaijie Wang, Nannan Wang

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

Comments AAAI-2026 Poster

Unveiling Visual Perception in Language Models: An Attention Head Analysis Approach

Jing Bi, Junjia Guo, Yunlong Tang, Lianggong Bruce Wen, Zhang Liu, Chenliang Xu

机构 * University of Rochester（罗切斯特大学） ； Corning Inc（康宁公司） 纠错

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

Journal ref CVPR 2025 (IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025)

Decomate: Leveraging Generative Models for Co-Creative SVG Animation

Jihyeon Park, Jiyoon Myung, Seone Shin, Jungki Son, Joohyung Han

机构 * MODULABS 纠错

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

Comments Accepted at the 1st Workshop on Generative and Protective AI for Content Creation (NeurIPS 2025)

AI as intermediary in modern-day ritual: An immersive, interactive production of the roller disco musical Xanadu at UCLA

Mira Winick, Naisha Agarwal, Chiheb Boussema, Ingrid Lee, Camilo Vargas, Jeff Burke

机构 * UCLA（加州大学洛杉矶分校） 纠错

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

Using Multi-modal Large Language Model to Boost Fireworks Algorithm's Ability in Settling Challenging Optimization Tasks

Shipeng Cen, Ying Tan

机构 * School of Intelligence Science ； Technology, Institute for Artificial Intellignce, Peking University, Beijing, China ； Technology, Institute for Artificial Intellignce, National Key Laboratory of General Artificial Intelligence, Peking University, Beijing, China 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.AI

Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal

Rongxin Liao, Feng Li, Yanyan Wei, Zenglin Shi, Le Zhang, Huihui Bai, Meng Wang

机构 * School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） ； School of Information and Communication Engineering, University of Electronic Science and Technology of China（电子科技大学信息与通信工程学院） ； School of Computer Science and Technology, Beijing Jiaotong University（北京交通大学计算机科学与技术学院） 纠错

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

UniLumos: Fast and Unified Image and Video Relighting with Physics-Plausible Feedback

Ropeway Liu, Hangjie Yuan, Bo Dong, Jiazheng Xing, Jinwang Wang, Rui Zhao, Yan Xing, Weihua Chen, Fan Wang

机构 * Zhejiang University（浙江大学） ； DAMO Academy Alibaba Group（阿里云达摩院） ； Hupan Lab（虎扑实验室） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments NeurIPS 2025

Wave-Particle (Continuous-Discrete) Dualistic Visual Tokenization for Unified Understanding and Generation

Yizhu Chen, Chen Ju, Zhicheng Wang, Shuai Xiao, Xu Chen, Jinsong Lan, Xiaoyong Zhu, Ying Chen

机构 * Zhejiang University（浙江大学） ； Alibaba Group（阿里巴巴集团） ； Peking University（北京大学） 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.CV

From Drone Imagery to Livability Mapping: AI-powered Environment Perception in Rural China

Weihuan Deng, Yaofu Huang, Luan Chen, Xun Li, Yu Gu, Yao Yao

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

SAIL-Embedding Technical Report: Omni-modal Embedding Foundation Model

Lin Lin, Jiefeng Long, Zhihe Wan, Yuchi Wang, Dingkang Yang, Shuang Yang, Yueyang Yao, Xu Chen, Zirui Guo, Shengqiang Li, Weiran Li, Hanyu Li, Yaling Mou, Yan Qiu, Haiyang Yu, Xiao Liang, Hongsheng Li, Chao Feng

机构 * ByteDance Douyin SAIL Team, CUHK MMLab（字节跳动抖音SAIL团队，CUHK MMLab） 纠错

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

Comments Technical Report

LeMat-Synth: a multi-modal toolbox to curate broad synthesis procedure databases from scientific literature

Magdalena Lederbauer, Siddharth Betala, Xiyao Li, Ayush Jain, Amine Sehaba, Georgia Channing, Grégoire Germain, Anamaria Leonescu, Faris Flaifil, Alfonso Amayuelas, Alexandre Nozadze, Stefan P. Schmid, Mohd Zaki, Sudheesh Kumar Ethirajan, Elton Pan, Mathilde Franckel, Alexandre Duval, N. M. Anoop Krishnan, Samuel P. Gleason

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

Comments 29 pages, 13 figures, 6 tables

Disentanglement Beyond Static vs. Dynamic: A Benchmark and Evaluation Framework for Multi-Factor Sequential Representations

Tal Barami, Nimrod Berman, Ilan Naiman, Amos H. Hason, Rotem Ezra, Omri Azencot

机构 * Faculty of Computer and Information Science（计算机与信息科学学院） ； Ben-Gurion University of the Negev（贝加尔-内盖夫大学） 纠错

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

Comments Accepted for the Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track

Generalizable Hierarchical Skill Learning via Object-Centric Representation

Haibo Zhao, Yu Qi, Boce Hu, Yizhe Zhu, Ziyan Chen, Heng Tian, Xupeng Zhu, Owen Howell, Haojie Huang, Robin Walters, Dian Wang, Robert Platt

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

InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding

Minsoo Kim, Kyuhong Shim, Jungwook Choi, Simyung Chang

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

Comments NeurIPS 2025

X-Reflect: Cross-Reflection Prompting for Multimodal Recommendation

Hanjia Lyu, Ryan Rossi, Xiang Chen, Md Mehrab Tanjim, Stefano Petrangeli, Somdeb Sarkhel, Jiebo Luo

机构 * University of Rochester（罗切斯特大学） ； Adobe Research（Adobe研究） 纠错

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

3D Visual Illusion Depth Estimation

Chengtang Yao, Zhidan Liu, Jiaxi Zeng, Lidong Yu, Yuwei Wu, Yunde Jia

机构 * Beijing Key Laboratory of Intelligent Information Technology, School of Computer Science & Technology, Beijing Institute of Technology, China（北京智能信息科技重点实验室，计算机科学与技术学院，北京理工大学，中国） ； Guangdong Provincial Key Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, Shenzhen, China（广东省机器感知与智能计算重点实验室，深圳MSU-BIT大学，深圳，中国） ； NVIDIA 纠错

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

Comments NeurIPS 2025, Project: https://github.com/YaoChengTang/3D-Visual-Illusion-Depth-Estimation

FedDEAP: Adaptive Dual-Prompt Tuning for Multi-Domain Federated Learning

Yubin Zheng, Pak-Hei Yeung, Jing Xia, Tianjie Ju, Peng Tang, Weidong Qiu, Jagath C. Rajapakse

机构 * Shanghai Jiao Tong University（上海交通大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments Accepted at MM 2025

IF-VidCap: Can Video Caption Models Follow Instructions?

Shihao Li, Yuanxing Zhang, Jiangtao Wu, Zhide Lei, Yiwen He, Runzhe Wen, Chenxi Liao, Chengkang Jiang, An Ping, Shuo Gao, Suhan Wang, Zhaozhou Bian, Zijun Zhou, Jingyi Xie, Jiayi Zhou, Jing Wang, Yifan Yao, Weihao Xie, Yingshui Tan, Yanghai Wang, Qianqian Xie, Zhaoxiang Zhang, Jiaheng Liu

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

Comments https://github.com/NJU-LINK/IF-VidCap

A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI

Kazusato Oko, Licong Lin, Yuhang Cai, Song Mei

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

VisualLens: Personalization through Task-Agnostic Visual History

Wang Bill Zhu, Deqing Fu, Kai Sun, Yi Lu, Zhaojiang Lin, Seungwhan Moon, Kanika Narang, Mustafa Canim, Yue Liu, Anuj Kumar, Xin Luna Dong

机构 * Meta ； University of Southern California（南加州大学） 纠错

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

Comments Accepted by NeurIPS 2025

A Review of Longitudinal Radiology Report Generation: Dataset Composition, Methods, and Performance Evaluation

Shaoyang Zhou, Yingshu Li, Yunyi Liu, Lingqiao Liu, Lei Wang, Luping Zhou

机构 * School of Electrical and Computer Engineering, The University of Sydney（电气与计算机工程学院，悉尼大学） ； School of Computer Science, The University of Adelaide（计算机科学学院，阿德莱德大学） ； School of Computing and Information Technology, University of Wollongong（计算与信息科技学院，沃伦冈大学） 纠错

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

ImageSentinel: Protecting Visual Datasets from Unauthorized Retrieval-Augmented Image Generation

Ziyuan Luo, Yangyi Zhao, Ka Chun Cheung, Simon See, Renjie Wan

机构 * Department of Computer Science, Hong Kong Baptist University（香港 Baptist 大学计算机科学系） ； NVIDIA AI Technology Center, NVIDIA（NVIDIA 人工智能技术中心） 纠错

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

Comments Accepted at NeurIPS 2025

ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding

Yuhang Li, Chenchen Zhang, Ruilin Lv, Ao Liu, Ken Deng, Yuanxing Zhang, Jiaheng Liu, Wiggin Zhou, Bo Zhou

机构 * LLM Department, Tencent（腾讯大语言模型部门） ； Peking University（北京大学） ； Nanjing University（南京大学） 纠错

专题命中 其他VLM ：MLLM(abstract)；分类 cs.LG

FormCoach: Lift Smarter, Not Harder

Xiaoye Zuo, Nikos Athanasiou, Ginger Delmas, Yiming Huang, Xingyu Fu, Lingjie Liu

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Max Planck Institute for Intelligent Systems（马克斯·普朗克智能系统研究所） 纠错

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

ProbRes: Probabilistic Jump Diffusion for Open-World Egocentric Activity Recognition

Sanjoy Kundu, Shanmukha Vellamcheti, Sathyanarayanan N. Aakur

机构 * CSSE Department, Auburn University（计算机科学与工程系，阿伯丁大学） 纠错

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

Comments Accepted to ICCV 2025. 17 pages, 6 figures, 3 tables