视觉大模型 / VLM - arXivDaily 专题

2408.14435 2025-09-16 cs.CV cs.AI cs.CY cs.LG 82%

Social Perception of Faces in a Vision-Language Model

Carina I. Hausladen, Manuel Knott, Colin F. Camerer, Pietro Perona

机构 * California Institute of Technology（加州理工学院）； ETH Zurich（苏黎世联邦理工学院）； Computational Social Science（计算社会科学）； Swiss Data Science Center（瑞士数据科学中心）； Empa（瑞士联邦材料科学与技术研究院）

专题命中幻觉与鲁棒性：vision-language model(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Journal ref Published in the Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency (FAccT 2025)

2509.11287 2025-09-16 cs.CV cs.CL 79%

Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations

Yifan Lu, Ziqi Zhang, Chunfeng Yuan, Jun Gao, Congxuan Zhang, Xiaojuan Qi, Bing Li, Weiming Hu

机构 * Beijing Key Laboratory of Super Intelligent Security of Multi-Modal Information, CASIA（北京多模态信息超级智能安全重点实验室，中国科学院自动化所）； State Key Laboratory of Multimodal Artificial Intelligence Systems, CASIA（多模态人工智能系统国家重点实验室，中国科学院自动化所）； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； Hello Group（Hello集团）； Nanchang Hangkong University（南昌航空大学）； The University of Hong Kong（香港大学）； School of Information Science and Technology, ShanghaiTech University（上海科技大学信息科学与技术学院）

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

Comments emnlp 2025 accepted

2505.16146 2025-09-16 cs.CV cs.AI cs.CL cs.LG 67%

Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation

Zhenglin Hua, Jinghan He, Zijun Yao, Tianxu Han, Haiyun Guo, Yuheng Jia, Junfeng Fang

机构 * School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院）； Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University)（东南大学新一代人工智能技术及其交叉应用关键实验室）； Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所基础模型研究中心）； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院）； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系）； Wuhan University of Technology（武汉理工大学）； National University of Singapore（新加坡国立大学）

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

Comments Accepted to Findings of EMNLP 2025

2509.06336 2025-09-16 cs.CV cs.AI cs.CR 62%

Multi-View Slot Attention Using Paraphrased Texts for Face Anti-Spoofing

Jeongmin Yu, Susang Kim, Kisu Lee, Taekyoung Kwon, Won-Yong Shin, Ha Young Kim

机构 * Yonsei University（延世大学）

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

Comments Accepted to ICCV 2025

2506.01064 2025-09-16 cs.CV cs.AI 62%

Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs

Yudong Zhang, Ruobing Xie, Yiqing Huang, Jiansheng Chen, Xingwu Sun, Zhanhui Kang, Di Wang, Yu Wang

机构 * Tsinghua University, Tencent（清华大学，腾讯）； Tencent（腾讯）； University of Science and Technology Beijing（北京科技大学）； Tencent, University of Macau（腾讯，澳门大学）； Tsinghua University（清华大学）

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

Comments Accepted by ACM Multimedia 2025 BNI track (Oral)

2509.10570 2025-09-16 cs.RO cs.AI 57%

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）

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

Comments 22 pages, 6 figures

1. 幻觉与鲁棒性 6 篇

Social Perception of Faces in a Vision-Language Model

Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations

Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation

Multi-View Slot Attention Using Paraphrased Texts for Face Anti-Spoofing

Fighting Fire with Fire (F3): A Training-free and Efficient Visual Adversarial Example Purification Method in LVLMs

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