多模态大模型

RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Chest X-ray with Zero-Shot Multi-Task Capability

Jonggwon Park, Byungmu Yoon, Soobum Kim, Kyoyun Choi

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Comments NeurIPS 2025

Generating Accurate and Detailed Captions for High-Resolution Images

Hankyeol Lee, Gawon Seo, Kyounggyu Lee, Dogun Kim, Kyungwoo Song, Jiyoung Jung

机构 * Department of Artificial Intelligence, University of Seoul（首尔大学人工智能系） ； Department of Computer Science and Engineering, POSTECH（POSTECH计算机科学与工程系） ； Department of Applied Statistics, Yonsei University（延世大学应用统计系） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments Work conducted in 2024; released for archival purposes

Transformers in Medicine: Improving Vision-Language Alignment for Medical Image Captioning

Yogesh Thakku Suresh, Vishwajeet Shivaji Hogale, Luca-Alexandru Zamfira, Anandavardhana Hegde

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments This work is to appear in the Proceedings of MICAD 2025, the 6th International Conference on Medical Imaging and Computer-Aided Diagnosis

SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space

Viktoriia Zinkovich, Anton Antonov, Andrei Spiridonov, Denis Shepelev, Andrey Moskalenko, Daria Pugacheva, Elena Tutubalina, Andrey Kuznetsov, Vlad Shakhuro

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Few-Shot Remote Sensing Image Scene Classification with CLIP and Prompt Learning

Ivica Dimitrovski, Vlatko Spasev, Ivan Kitanovski

机构 * Faculty of Computer Science and Engineering（计算机科学与工程学院） ； University Ss Cyril and Methodius（西里尔与美多西乌斯大学） 纠错

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

Does CLIP perceive art the same way we do?

Andrea Asperti, Leonardo Dessì, Maria Chiara Tonetti, Nico Wu

机构 * Dept. of Informatics (DISI) University of Bologna（信息学院（DISI）博洛尼亚大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.MM

Journal ref Proceedings of IEEE International Conference on Content-Based Multimedia Indexing (IEEE CBMI 2025), Dublin, Ireland, 22-24 October 2025

BLIP-FusePPO: A Vision-Language Deep Reinforcement Learning Framework for Lane Keeping in Autonomous Vehicles

Seyed Ahmad Hosseini Miangoleh, Amin Jalal Aghdasian, Farzaneh Abdollahi

机构 * Department of Electrical Engineering, Amirkabir University of Technology (Tehran Polytechnic)（电气工程系，阿米尔卡比尔技术大学（德黑兰理工大学）） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments https://github.com/Amin-A96/BLIP-FusePPO-A-Vision-Language-Deep-Reinforcement-Learning-Framework-for-Lane-Keeping-in-Autonomous.git

VLM-SlideEval: Evaluating VLMs on Structured Comprehension and Perturbation Sensitivity in PPT

Hyeonsu Kang, Emily Bao, Anjan Goswami

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Evaluating the Evolving LLM Lifecycle - Benchmarks, Emergent Abilities, and Scaling

Frame-Difference Guided Dynamic Region Perception for CLIP Adaptation in Text-Video Retrieval

Jiaao Yu, Mingjie Han, Tao Gong, Jian Zhang, Man Lan

机构 * School of Computer Science and Technology, East China Normal University, China（上海师范大学计算机科学与技术学院） ； School of Information Science and Technology, University of Science and Technology of China（中国科学技术大学信息科学与技术学院） 纠错

专题命中 图文多模态 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Comments 5 pages

ViSpec: Accelerating Vision-Language Models with Vision-Aware Speculative Decoding

Jialiang Kang, Han Shu, Wenshuo Li, Yingjie Zhai, Xinghao Chen

机构 * Peking University（北京大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Comments NeurIPS 2025

Sherlock: Self-Correcting Reasoning in Vision-Language Models

Yi Ding, Ruqi Zhang

机构 * Department of Computer Science, Purdue University, USA（计算机科学系，普渡大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Comments Published at NeurIPS 2025, 27 pages

Sycophancy in Vision-Language Models: A Systematic Analysis and an Inference-Time Mitigation Framework

Yunpu Zhao, Rui Zhang, Junbin Xiao, Changxin Ke, Ruibo Hou, Yifan Hao, Ling Li

机构 * School of Computer Science and Technology, University of Science and Technology of China（计算机科学与技术学院，中国科学技术大学） ； State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences（处理器国家重点实验室，中国科学院计算技术研究所） ； Department of Computer Science, National University of Singapore（计算机科学系，新加坡国立大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Intelligent Software Research Center, Institute of Software, Chinese Academy of Sciences（软件智能研究中心，中国科学院软件研究所） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CL、cs.AI

Journal ref Neurocomputing, Volume 659, 2026, 131217

I Spy With My Model's Eye: Visual Search as a Behavioural Test for MLLMs

John Burden, Jonathan Prunty, Ben Slater, Matthieu Tehenan, Greg Davis, Lucy Cheke

机构 * Leverhulme Centre for the Future of Intelligence, University of Cambridge（未来智能研究中心、剑桥大学） ； Department of Engineering, University of Cambridge（工程系、剑桥大学） ； Department of Psychology, University of Cambridge（心理学系、剑桥大学） ； Department of Computer Science, University of Cambridge（计算机科学系、剑桥大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments Preprint

Robust Driving QA through Metadata-Grounded Context and Task-Specific Prompts

Seungjun Yu, Junsung Park, Youngsun Lim, Hyunjung Shim

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Glyph: Scaling Context Windows via Visual-Text Compression

Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang

机构 * The Conversational Artificial Intelligence (CoAI) Group, Tsinghua University（清华大学对话人工智能（CoAI）小组） ； Zhipu AI（智谱AI） ； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG）） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in VLMs

Zhining Liu, Ziyi Chen, Hui Liu, Chen Luo, Xianfeng Tang, Suhang Wang, Joy Zeng, Zhenwei Dai, Zhan Shi, Tianxin Wei, Benoit Dumoulin, Hanghang Tong

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Amazon（亚马逊） ； Penn State University（宾夕法尼亚州立大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 21 pages, 10 figures, 6 tables

Frugal Federated Learning for Violence Detection: A Comparison of LoRA-Tuned VLMs and Personalized CNNs

Sébastien Thuau, Siba Haidar, Ayush Bajracharya, Rachid Chelouah

机构 * esieaLab（esiea实验室） ； ESIEA（ESIEA学院） ； ETIS Laboratory（ETIS实验室） ； CNRS（法国国家科学研究中心） ； UMR8051（UMR8051研究中心） ； University of CY Cergy（CY塞克大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 7 pages, 1 figure, FLTA 2025

AFRICAPTION: Establishing a New Paradigm for Image Captioning in African Languages

Mardiyyah Oduwole, Prince Mireku, Fatimo Adebanjo, Oluwatosin Olajide, Mahi Aminu Aliyu, Jekaterina Novikova

机构 * ML Collective ； Ashesi University（阿什esi大学） ； Abubakar Tafawa Balewa University（阿布巴克尔·塔法瓦·巴勒瓦大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CL、cs.AI

Foundation Models in Medical Image Analysis: A Systematic Review and Meta-Analysis

Praveenbalaji Rajendran, Mojtaba Safari, Wenfeng He, Mingzhe Hu, Shansong Wang, Jun Zhou, Xiaofeng Yang

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Learning to Detect Unknown Jailbreak Attacks in Large Vision-Language Models

Shuang Liang, Zhihao Xu, Jialing Tao, Hui Xue, Xiting Wang

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

Comments Withdrawn due to an accidental duplicate submission. This paper (arXiv:2510.15430) was unintentionally submitted as a new entry instead of a new version of our previous work (arXiv:2508.09201)

FetalCLIP: A Visual-Language Foundation Model for Fetal Ultrasound Image Analysis

Fadillah Maani, Numan Saeed, Tausifa Saleem, Zaid Farooq, Hussain Alasmawi, Werner Diehl, Ameera Mohammad, Gareth Waring, Saudabi Valappi, Leanne Bricker, Mohammad Yaqub

机构 * Department of Computer Vision（计算机视觉系） ； Mohamed bin Zayed University of Artificial Intelligence（马尔代夫比兹人工智能大学） ； Department of Machine Learning（机器学习系） ； Corniche Hospital, Abu Dhabi Health Services Company (SEHA)（阿布扎赫尔医院，阿布扎赫健康服务公司（SEHA）） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Refer to Any Segmentation Mask Group With Vision-Language Prompts

Shengcao Cao, Zijun Wei, Jason Kuen, Kangning Liu, Lingzhi Zhang, Jiuxiang Gu, HyunJoon Jung, Liang-Yan Gui, Yu-Xiong Wang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Adobe 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments ICCV 2025

Shakti-VLMs: Scalable Vision-Language Models for Enterprise AI

Syed Abdul Gaffar Shakhadri, Kruthika KR, Kartik Basavaraj Angadi

机构 * SandLogic Technologies Pvt Ltd（沙德逻辑技术 Pvt Ltd） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Talking Points: Describing and Localizing Pixels

Matan Rusanovsky, Shimon Malnick, Shai Avidan

机构 * Tel Aviv University（特拉维夫大学） 纠错

专题命中 图文多模态 ：cross-modal(abstract)；分类 cs.CV、cs.CL

Watermarking for Factuality: Guiding Vision-Language Models Toward Truth via Tri-layer Contrastive Decoding

Kyungryul Back, Seongbeom Park, Milim Kim, Mincheol Kwon, SangHyeok Lee, Hyunyoung Lee, Junhee Cho, Seunghyun Park, Jinkyu Kim

机构 * CSE, Korea University（韩国大学计算机科学与工程系） ； KT Corporation（KT公司） ； Soongsil University（顺成大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments EMNLP 2025 Findings; Project: https://github.com/KR-0822/TCD

Unifying Vision-Language Latents for Zero-label Image Caption Enhancement

Sanghyun Byun, Jung Ick Guack, Mohanad Odema, Baisub Lee, Jacob Song, Woo Seong Chung

机构 * LG Electronics USA（LG电子美国公司） 纠错

专题命中 图文多模态 ：image-text(abstract)；分类 cs.CV、cs.CL

Comments Accepted to PMLR and NeurIPS 2025 UniReps

MEGC2025: Micro-Expression Grand Challenge on Spot Then Recognize and Visual Question Answering

Xinqi Fan, Jingting Li, John See, Moi Hoon Yap, Wen-Huang Cheng, Xiaobai Li, Xiaopeng Hong, Su-Jing Wang, Adrian K. Davision

机构 * Department of Computing and Mathematics, Manchester Metropolitan University（计算与数学系，曼彻斯特 Metropolitan 大学） ； State Key Laboratory of Cognitive Science and Mental Health, Institute of Psychology, Chinese Academy of Sciences（认知科学与心理健康国家重点实验室，心理学研究所，中国科学院） ； Department of Psychology, University of the Chinese Academy of Sciences（心理学系，中国科学院大学） ； National Taiwan University（台湾大学） ； Zhejiang University（浙江大学） ； University of Oulu（奥卢大学） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.MM

Comments Micro-Expression Grand Challenge (MEGC) at ACM MM 2025

CoRGI: Verified Chain-of-Thought Reasoning with Post-hoc Visual Grounding

Shixin Yi, Lin Shang

专题命中 图文多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments The paper is not yet mature and needs further improvement

Think Twice to See More: Iterative Visual Reasoning in Medical VLMs

Kaitao Chen, Shaohao Rui, Yankai Jiang, Jiamin Wu, Qihao Zheng, Chunfeng Song, Xiaosong Wang, Mu Zhou, Mianxin Liu

机构 * Fudan University（复旦大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Rutgers University（罗格斯大学） 纠错

专题命中 图文多模态 ：image-text(abstract)；分类 cs.CV、cs.AI

Comments 25 pages, 21 figures

CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models

Aneesh Komanduri, Karuna Bhaila, Xintao Wu

机构 * Department of Electrical Engineering and Computer Science University of Arkansas（电气工程与计算机科学系 奎萨克大学） 纠错

专题命中 图文多模态 ：multi-modal(abstract)；分类 cs.CL、cs.AI

Comments Accepted to the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025 Main)