视觉大模型 / VLM

Hierarchical Vision-Language Learning for Medical Out-of-Distribution Detection

Runhe Lai, Xinhua Lu, Kanghao Chen, Qichao Chen, Wei-Shi Zheng, Ruixuan Wang

机构 * Peng Cheng Laboratory（鹏城实验室） ； Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； University of Nottingham Malaysia（诺丁汉大学（马来西亚）） ； Key Laboratory of Machine Intelligence and Advanced Computing, MOE（机器智能与高级计算重点实验室） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments 10 pages, 2 figures, Accepted by MICCAI2025

From Classical Probabilistic Latent Variable Models to Modern Generative AI: A Unified Perspective

Tianhua Chen

机构 * School of Computing and Engineering University of Huddersfield（计算与工程学院赫德斯菲尔德大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI、cs.LG

Comments This is a substantially improved and expanded version of an earlier manuscript hosted on SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5244929

Beyond Human-prompting: Adaptive Prompt Tuning with Semantic Alignment for Anomaly Detection

Pi-Wei Chen, Jerry Chun-Wei Lin, Wei-Han Chen, Jia Ji, Zih-Ching Chen, Feng-Hao Yeh, Chao-Chun Chen

机构 * Silesian University of Technology（西里西亚技术大学） ； National Cheng Kung University（国立成功大学） ； Nvidia AI Technology Center（Nvidia AI技术中心） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

KEA Explain: Explanations of Hallucinations using Graph Kernel Analysis

Reilly Haskins, Benjamin Adams

机构 * Department of Computer Science and Software Engineering, University of Canterbury（计算机科学与软件工程系，坎特伯雷大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI、cs.LG

Unlocking the Potential of MLLMs in Referring Expression Segmentation via a Light-weight Mask Decoder

Jingchao Wang, Zhijian Wu, Dingjiang Huang, Yefeng Zheng, Hong Wang

专题命中 视觉定位与Grounding ：MLLM(abstract)；分类 cs.CV、cs.AI

Comments 9 pages, 4 figures

MIRAGE: Towards AI-Generated Image Detection in the Wild

Cheng Xia, Manxi Lin, Jiexiang Tan, Xiaoxiong Du, Yang Qiu, Junjun Zheng, Xiangheng Kong, Yuning Jiang, Bo Zheng

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

HQ-OV3D: A High Box Quality Open-World 3D Detection Framework based on Diffision Model

Qi Liu, Yabei Li, Hongsong Wang, Lei He

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.LG

Generalized Decoupled Learning for Enhancing Open-Vocabulary Dense Perception

Junjie Wang, Keyu Chen, Yulin Li, Bin Chen, Hengshuang Zhao, Xiaojuan Qi, Zhuotao Tian

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments arXiv admin note: text overlap with arXiv:2505.04410

AEGIS: Authenticity Evaluation Benchmark for AI-Generated Video Sequences

Jieyu Li, Xin Zhang, Joey Tianyi Zhou

机构 * National University of Singapore（新加坡国立大学） ； Agency for Science, Technology and Research（科技研究局） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments Proceedings of the 33rd ACM International Conference on Multimedia

Retrieval-Augmented Prompt for OOD Detection

Ruisong Han, Zongbo Han, Jiahao Zhang, Mingyue Cheng, Changqing Zhang

机构 * College of Intelligence and Computing, Tianjin University, Tianjin, China（智能与计算学院，天津大学，天津，中国） ； State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

PQ-DAF: Pose-driven Quality-controlled Data Augmentation for Data-scarce Driver Distraction Detection

Haibin Sun, Xinghui Song

机构 * College of Computer Science and Engineering, Shandong University of Science and Technology（计算机科学与工程学院，山东科技大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments 11 pages, 6 figures

Unifying Self-Supervised Clustering and Energy-Based Models

Emanuele Sansone, Robin Manhaeve

机构 * KU Leuven（卢森堡大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.LG

Comments Changes from previous version: change introductions and added acknowledgments. Integral version of workshop paper arXiv:2309.15420. Improved GEDI version (from two stages to single stage training) arxiv:2212.13425 - ACCEPTED TO TMLR 2025

NEURAL: Attention-Guided Pruning for Unified Multimodal Resource-Constrained Clinical Evaluation

Devvrat Joshi, Islem Rekik

机构 * BASIRA Lab, Imperial-X (I-X) and Department of Computing, Imperial College London（BASIRA实验室、Imperial-X（I-X）及帝国理工学院计算机系） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.LG

Explaining Caption-Image Interactions in CLIP Models with Second-Order Attributions

Lucas Möller, Pascal Tilli, Ngoc Thang Vu, Sebastian Padó

机构 * University of Stuttgart（斯图加特大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.AI

Comments Accepted at Transactions on Machine Learning Research (TMLR)

OE3DIS: Open-Ended 3D Point Cloud Instance Segmentation

Phuc D. A. Nguyen, Minh Luu, Anh Tran, Cuong Pham, Khoi Nguyen

机构 * Movian AI ； Posts & Telecommunications Inst. of Tech（电信技术研究所） 纠错

专题命中 视觉定位与Grounding ：multimodal large language model(abstract)；分类 cs.CV、cs.AI

Comments Accepted at ICCVW'25 - OpenSUN3D: 5th Workshop on Open-World 3D Scene Understanding with Foundation Models

Evaluating and Designing Sparse Autoencoders by Approximating Quasi-Orthogonality

Sewoong Lee, Adam Davies, Marc E. Canby, Julia Hockenmaier

机构 * Siebel School of Computing and Data Science University of Illinois Urbana-Champaign（计算与数据科学学院 耶鲁大学伊利诺伊分校） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI、cs.LG

Proactive Disentangled Modeling of Trigger-Object Pairings for Backdoor Defense

Kyle Stein, Andrew A. Mahyari, Guillermo Francia, Eman El-Sheikh

机构 * Department of Intelligent Systems and Robotics, University of West Florida（智能系统与机器人系，西佛罗里达大学） ； Florida Institute For Human and Machine Cognition (IHMC)（佛罗里达人类与机器认知研究所） ； Center for Cybersecurity, University of West Florida（网络安全中心，西佛罗里达大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Journal ref Computers, Materials & Continua, 2025

Weakly-Supervised Image Forgery Localization via Vision-Language Collaborative Reasoning Framework

Ziqi Sheng, Junyan Wu, Wei Lu, Jiantao Zhou

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

CA-W3D: Leveraging Context-Aware Knowledge for Weakly Supervised Monocular 3D Detection

Chupeng Liu, Runkai Zhao, Weidong Cai

机构 * School of Computer Science, Faculty of Engineering, The University of Sydney（计算机科学学院，工程学院，悉尼大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.AI

Comments Accepted by IROS 2025

Natural Language Interaction with a Household Electricity Knowledge-based Digital Twin

Carolina Fortuna, Vid Hanžel, Blaž Bertalanič

机构 * 1 Department of Communication Systems, Jo z ef Stefan Institute, Slovenia ； Jozef Stefan Institute, Ljubljana, Slovenia 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI、cs.LG

Comments Accepted at IEEE SmartGridComm'24

Advancing Fetal Ultrasound Image Quality Assessment in Low-Resource Settings

Dongli He, Hu Wang, Mohammad Yaqub

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫莫德·宾·扎耶德人工智能大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments Accepted to the MICCAI 2025 MIRASOL Workshop

Don't Lag, RAG: Training-Free Adversarial Detection Using RAG

Roie Kazoom, Raz Lapid, Moshe Sipper, Ofer Hadar

机构 * Electrical and Computer Engineering, Ben Gurion University, Beer Sheba 84105, Israel（电子与计算机工程系，本· Gurion 大学） ； Computer Science, Ben Gurion University, Beer Sheba 84105, Israel（计算机科学系，本· Gurion 大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.AI、cs.LG

Comments Accepted at VecDB @ ICML 2025

Group Relative Augmentation for Data Efficient Action Detection

Deep Anil Patel, Iain Melvin, Zachary Izzo, Martin Renqiang Min

机构 * NEC Laboratories America（NEC美洲实验室） 纠错

专题命中 视觉定位与Grounding ：VLM(abstract)；分类 cs.CV、cs.LG

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection

Jialei Cui, Jianwei Du, Yanzhe Li, Lei Gao, Hui Jiang, Chenfu Bao

机构 * Baidu Inc.（百度公司） ； Southeast University（东南大学） ； Tsinghua University（清华大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

MemeBLIP2: A novel lightweight multimodal system to detect harmful memes

Jiaqi Liu, Ran Tong, Aowei Shen, Shuzheng Li, Changlin Yang, Lisha Xu

机构 * Mathematics and Statistics Department, University of Texas at Dallas（德克萨斯大学达拉斯分校数学与统计学系） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments 11 pages, 3 figures. Accepted at the First Workshop on Multimodal Knowledge and Language Modeling (MKLM), IJCAI-25

All in One: Visual-Description-Guided Unified Point Cloud Segmentation

Zongyan Han, Mohamed El Amine Boudjoghra, Jiahua Dong, Jinhong Wang, Rao Muhammad Anwer

机构 * Mohamed Bin Zayed University of Artificial Intelligence（莫兹哈德大学人工智能大学） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments Accepted by ICCV2025

Probing Vision-Language Understanding through the Visual Entailment Task: promises and pitfalls

Elena Pitta, Tom Kouwenhoven, Tessa Verhoef

机构 * Leiden Institute of Advanced Computer Science (LIACS), Leiden University, The Netherlands（莱顿先进计算机科学研究所（LIACS）、莱顿大学、荷兰） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.AI

Comments LUHME: 2nd Workshop on Language Understanding in the Human-Machine Era

ReMeREC: Relation-aware and Multi-entity Referring Expression Comprehension

Yizhi Hu, Zezhao Tian, Xingqun Qi, Chen Su, Bingkun Yang, Junhui Yin, Muyi Sun, Man Zhang, Zhenan Sun

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.AI

Comments 15 pages, 7 figures

Advancing Visual Large Language Model for Multi-granular Versatile Perception

Wentao Xiang, Haoxian Tan, Cong Wei, Yujie Zhong, Dengjie Li, Yujiu Yang

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） ； Meituan Inc.（美团公司） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.AI

Comments To appear in ICCV 2025

BleedOrigin: Dynamic Bleeding Source Localization in Endoscopic Submucosal Dissection via Dual-Stage Detection and Tracking

Mengya Xu, Rulin Zhou, An Wang, Chaoyang Lyu, Zhen Li, Ning Zhong, Hongliang Ren

机构 * Department of Electronic Engineering, The Chinese University of Hong Kong（电子工程系，香港中文大学） ； The Chinese University of Hong Kong Shenzhen Research Institute（香港中文大学深圳研究院） ； Department of Gastroenterology, Qilu Hospital of Shandong University（胃肠病科，山东大学齐鲁医院） ； Department of Mechanical Engineering, The University of Hong Kong（机械工程系，香港大学） 纠错

专题命中 视觉定位与Grounding ：multimodal large language model(abstract)；分类 cs.CV、cs.AI

Comments 27 pages, 14 figures