视觉大模型 / VLM

Bayesian Calibration and Model Assessment of Cell Migration Dynamics with Surrogate Model Integration

Christina Schenk, Jacobo Ayensa Jiménez, Ignacio Romero

机构 * IMDEA Materials Institute（IMDEA材料研究所） ； Universidad Politécnica de Madrid（马德里理工大学） ； Aragón Institute of Engineering Research (I3A)（阿伦工程技术研究所（I3A）） 纠错

专题命中 幻觉与鲁棒性 ：grounding(abstract)；分类 cs.LG

Comments 31 pages, 13 figures, 1 table

Co-STAR: Collaborative Curriculum Self-Training with Adaptive Regularization for Source-Free Video Domain Adaptation

Amirhossein Dadashzadeh, Parsa Esmati, Majid Mirmehdi

机构 * University of Bristol, UK（布里斯托大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Neural Antidote: Class-Wise Prompt Tuning for Purifying Backdoors in CLIP

Jiawei Kong, Hao Fang, Sihang Guo, Chenxi Qing, Kuofeng Gao, Bin Chen, Shu-Tao Xia, Ke Xu

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院，清华大学） ； School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

ViLU: Learning Vision-Language Uncertainties for Failure Prediction

Marc Lafon, Yannis Karmim, Julio Silva-Rodríguez, Paul Couairon, Clément Rambour, Raphaël Fournier-Sniehotta, Ismail Ben Ayed, Jose Dolz, Nicolas Thome

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Journal ref International Conference on Computer Vision, ICCV 2025

Large Foundation Models for Trajectory Prediction in Autonomous Driving: A Comprehensive Survey

Wei Dai, Shengen Wu, Wei Wu, Zhenhao Wang, Sisuo Lyu, Haicheng Liao, Limin Yu, Weiping Ding, Runwei Guan, Yutao Yue

机构 * Department of Mathematical Sciences, School of Physical sciences, University of Liverpool（利物浦大学数学科学系） ； Department of Communications and Networking, School of Advanced Technology, Xi’an Jiaotong-Liverpool University（西安交通大学利物浦大学通讯与网络系） ； Thrust of Artificial Intelligence, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）人工智能方向） ； Deep Interdisciplinary Intelligence Lab, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）深度跨学科智能实验室） ； School of Mathematics and Statistics, Shandong University（山东大学数学与统计学院） ； School of Artificial Intelligence and Computer Science, Nantong University（南通大学人工智能与计算机科学学院） ； Thrust of Data Science and Analytics, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）数据科学与分析方向） ； Institute of Deep Perception Technology, Jiangsu（江苏深度感知技术研究院） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.AI

Comments 22 pages, 6 figures

Decoupling Clinical and Class-Agnostic Features for Reliable Few-Shot Adaptation under Shift

Umaima Rahman, Raza Imam, Mohammad Yaqub, Dwarikanath Mahapatra

机构 * Mohamed Bin Zayed University of Artificial Intelligence（莫扎德人工智能大学） ； Khalifa University（卡利法大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

UnsafeBench: Benchmarking Image Safety Classifiers on Real-World and AI-Generated Images

Yiting Qu, Xinyue Shen, Yixin Wu, Michael Backes, Savvas Zannettou, Yang Zhang

机构 * CISPA Helmholtz Center for Information Security（CISPA赫尔姆霍茨信息安全中心） ； TU Delft（代尔夫特理工大学） 纠错

专题命中 幻觉与鲁棒性 ：visual language model(abstract)；分类 cs.CV

Comments To Appear in the ACM Conference on Computer and Communications Security (CCS), October 13, 2025

Content Generation Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges

Yuan Zhang, Xinfeng Zhang, Xiaoming Qi, Xinyu Wu, Feng Chen, Guanyu Yang, Huazhu Fu

机构 * Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, Nanjing, China（新型一代人工智能技术及其交叉应用重点实验室（东南大学），教育部，南京，中国） ； School of Biomedical Engineering, Tsinghua University（生物医学工程学院，清华大学） ； Department of Biomedical Engineering and Department of Electrical and Computer Engineering, National University of Singapore（生物医学工程系和电子与计算机工程系，新加坡国立大学） ； School of Information Science and Engineering, Southeast University（信息科学与工程学院，东南大学） ； Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University（流行病学系，全球健康中心，公共卫生学院，南京医科大学） ； Institute of High-Performance Computing, Agency for Science, Technology and Research, Singapore（高性能计算研究所，科技研究局，新加坡） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Comments 20 pages, 8 figures

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety

Zhenyu Pan, Yiting Zhang, Yutong Zhang, Jianshu Zhang, Haozheng Luo, Yuwei Han, Dennis Wu, Hong-Yu Chen, Philip S. Yu, Manling Li, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.AI

Comments accepted by the Trustworthy FMs workshop in ICCV 2025

Short-Form Video Recommendations with Multimodal Embeddings: Addressing Cold-Start and Bias Challenges

Andrii Dzhoha, Katya Mirylenka, Egor Malykh, Marco-Andrea Buchmann, Francesca Catino

机构 * Zalando SE Berlin Germany（泽尔安多德国分公司） ； Zalando Switzerland AG Zürich Switzerland（泽尔安多瑞士分公司） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.LG

MUNBa: Machine Unlearning via Nash Bargaining

Jing Wu, Mehrtash Harandi

机构 * Department of Data Science & AI（数据科学与人工智能系） ； Department of Electrical and Computer Systems Engineering（电气与计算机系统工程系） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination

Junzhe Chen, Tianshu Zhang, Shiyu Huang, Yuwei Niu, Chao Sun, Rongzhou Zhang, Guanyu Zhou, Lijie Wen, Xuming Hu

机构 * Tsinghua University（清华大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； OpenRL ； Chongqing University（重庆大学） 纠错

专题命中 幻觉与鲁棒性 ：grounding(abstract)；分类 cs.AI

Two Causes, Not One: Rethinking Omission and Fabrication Hallucinations in MLLMs

Guangzong Si, Hao Yin, Xianfei Li, Qing Ding, Wenlong Liao, Tao He, Pai Peng

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.CV

Comments Preprint,Underreview

From Global to Local: Social Bias Transfer in CLIP

Ryan Ramos, Yusuke Hirota, Yuta Nakashima, Noa Garcia

机构 * The University of Osaka（大阪大学） ； NVIDIA（英伟达） 纠错

专题命中 幻觉与鲁棒性 ：visual question answering(abstract)；分类 cs.CV

The Devil is in the EOS: Sequence Training for Detailed Image Captioning

Abdelrahman Mohamed, Yova Kementchedjhieva

机构 * Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed人工智能大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Comments Accepted to COLM 2025

TRIDE: A Text-assisted Radar-Image weather-aware fusion network for Depth Estimation

Huawei Sun, Zixu Wang, Hao Feng, Julius Ott, Lorenzo Servadei, Robert Wille

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Comments Accepted by TMLR (2025.08)

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation

Lexiang Tang, Xianwei Zhuang, Bang Yang, Zhiyuan Hu, Hongxiang Li, Lu Ma, Jinghan Ru, Yuexian Zou

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

SHALE: A Scalable Benchmark for Fine-grained Hallucination Evaluation in LVLMs

Bei Yan, Zhiyuan Chen, Yuecong Min, Jie Zhang, Jiahao Wang, Xiaozhen Wang, Shiguang Shan

机构 * Key Laboratory of AI Safety of CAS, Institute of Computing Technology, Chinese Academy of Sciences (CAS)（中国科学院计算技术研究所人工智能安全重点实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； Trustworthy Technology and Engineering Laboratory, Huawei（华为可信技术与工程实验室） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

iSafetyBench: A video-language benchmark for safety in industrial environment

Raiyaan Abdullah, Yogesh Singh Rawat, Shruti Vyas

机构 * University of Central Florida（中央佛罗里达大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Comments Accepted to VISION'25 - ICCV 2025 workshop

AME: Aligned Manifold Entropy for Robust Vision-Language Distillation

Guiming Cao, Yuming Ou

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

The Escalator Problem: Identifying Implicit Motion Blindness in AI for Accessibility

Xiantao Zhang

机构 * Beihang University（北航大学） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.CV

Comments 9 pages, 3 figures, 2 tables. Accepted at CV4A11y, ICCV 2025

Segmenting and Understanding: Region-aware Semantic Attention for Fine-grained Image Quality Assessment with Large Language Models

Chenyue Song, Chen Hui, Haiqi Zhu, Feng Jiang, Yachun Mi, Wei Zhang, Shaohui Liu

专题命中 幻觉与鲁棒性 ：MLLM(abstract)；分类 cs.CV

ContextGuard-LVLM: Enhancing News Veracity through Fine-grained Cross-modal Contextual Consistency Verification

Sihan Ma, Qiming Wu, Ruotong Jiang, Frank Burns

机构 * Inner Mongolia University of Science & Technology（内蒙古科技大学） ； Federal University of Rio de Janeiro（里约热内卢联邦大学） 纠错

专题命中 幻觉与鲁棒性 ：LLaVA(abstract)；分类 cs.CV

AI vs. Human Moderators: A Comparative Evaluation of Multimodal LLMs in Content Moderation for Brand Safety

Adi Levi, Or Levi, Sardhendu Mishra, Jonathan Morra

机构 * Zefr Inc（Zefr公司） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.CV

Comments Accepted to the Computer Vision in Advertising and Marketing (CVAM) workshop at ICCV 2025

Analyzing and Mitigating Object Hallucination: A Training Bias Perspective

Yifan Li, Kun Zhou, Wayne Xin Zhao, Lei Fang, Ji-Rong Wen

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

CutPaste&Find: Efficient Multimodal Hallucination Detector with Visual-aid Knowledge Base

Cong-Duy Nguyen, Xiaobao Wu, Duc Anh Vu, Shuai Zhao, Thong Nguyen, Anh Tuan Luu

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； National University of Singapore, Singapore（国立新加坡大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Modality Bias in LVLMs: Analyzing and Mitigating Object Hallucination via Attention Lens

Haohan Zheng, Zhenguo Zhang

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

SAGI: Semantically Aligned and Uncertainty Guided AI Image Inpainting

Paschalis Giakoumoglou, Dimitrios Karageorgiou, Symeon Papadopoulos, Panagiotis C. Petrantonakis

机构 * Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki（阿尔伯塔大学电气与计算机工程系） ； Information Technologies Institute, CERTH（信息科技研究所） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Comments ICCV2025

Adversarial-Guided Diffusion for Multimodal LLM Attacks

Chengwei Xia, Fan Ma, Ruijie Quan, Kun Zhan, Yi Yang

机构 * School of Information Science and Engineering, Lanzhou University（兰州大学信息科学与工程学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.CV

Reducing Hallucinations in Summarization via Reinforcement Learning with Entity Hallucination Index

Praveenkumar Katwe, Rakesh Chandra, Balabantaray Kali, Prasad Vittala

机构 * International Institute of Information Technology（国际信息研究所） ； Informatica Business Solutions（Informatica商务解决方案） 纠错

专题命中 幻觉与鲁棒性 ：grounding(abstract)；分类 cs.AI

Comments 8