视觉大模型 / VLM - arXivDaily 专题

2508.07835 2025-08-12 cs.CV 83%

Effortless Vision-Language Model Specialization in Histopathology without Annotation

Jingna Qiu, Nishanth Jain, Jonas Ammeling, Marc Aubreville, Katharina Breininger

机构 * Friedrich-Alexander-Universität Erlangen-Nürnberg（弗里德里希-亚历山大-厄林根-纽伦堡大学）； Ingolstadt University of Applied Sciences（因戈尔施塔特应用科学大学）； Flensburg University of Applied Sciences（弗拉森堡应用科学大学）； Julius-Maximilians-Universität Würzburg（朱利叶斯-马克斯-魏扎克大学）

专题命中 VLM训练与架构：vision-language model(title,abstract)；VLM(abstract)；分类 cs.CV

2508.07658 2025-08-12 cs.HC 82%

Through Their Eyes: User Perceptions on Sensitive Attribute Inference of Social Media Videos by Visual Language Models

Shuning Zhang, Gengrui Zhang, Yibo Meng, Ziyi Zhang, Hantao Zhao, Xin Yi, Hewu Li

专题命中 VLM训练与架构：visual language model(title,abstract)；VLM(abstract)

2502.00425 2025-08-12 cs.CV cs.AI 82%

MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization

JiangYong Yu, Sifan Zhou, Dawei Yang, Shuo Wang, Shuoyu Li, Xing Hu, Chen Xu, Zukang Xu, Changyong Shu, Zhihang Yuan

机构 * Southeast University（东南大学）； Xi'an Jiaotong University（西安交通大学）

专题命中 VLM训练与架构：multimodal large language model(title,abstract)；分类 cs.CV、cs.AI

Comments Accepted by ACM MM 2025. First PTQ solution for Multimodal large language models applicable to 5 mainstream MLLMs

2508.06895 2025-08-12 cs.CV cs.AI 81%

BASIC: Boosting Visual Alignment with Intrinsic Refined Embeddings in Multimodal Large Language Models

Jianting Tang, Yubo Wang, Haoyu Cao, Linli Xu

机构 * University of Science and Technology of China（中国科学技术大学）； State Key Laboratory of Cognitive Intelligence（认知智能国家重点实验室）

专题命中 VLM训练与架构：multimodal large language model(title,abstract)；分类 cs.CV、cs.AI

Comments Accepted to ICCV 2025

2508.06525 2025-08-12 cs.CV 70%

Large Language Models Facilitate Vision Reflection in Image Classification

Guoyuan An, JaeYoon Kim, SungEui Yoon

专题命中 VLM训练与架构：vision-language model(abstract)；LLaVA(abstract)；分类 cs.CV

2407.14904 2025-08-12 eess.IV cs.AI cs.CL cs.CV 62%

Large-vocabulary forensic pathological analyses via prototypical cross-modal contrastive learning

Chen Shen, Chunfeng Lian, Wanqing Zhang, Fan Wang, Jianhua Zhang, Shuanliang Fan, Xin Wei, Gongji Wang, Kehan Li, Hongshu Mu, Hao Wu, Xinggong Liang, Jianhua Ma, Zhenyuan Wang

专题命中 VLM训练与架构：VLM(abstract)；分类 cs.CV、cs.AI

Comments 28 pages, 6 figures, under review

2508.07804 2025-08-12 cs.CV 57%

Pose-RFT: Enhancing MLLMs for 3D Pose Generation via Hybrid Action Reinforcement Fine-Tuning

Bao Li, Xiaomei Zhang, Miao Xu, Zhaoxin Fan, Xiangyu Zhu, Zhen Lei

机构 * CASIA（中国科学院自动化研究所）； UCAS（中国科学院大学）； CAIR, HKISI, CAS（中国科学院自动化研究所）； Beihang University（北京航空航天大学）

专题命中 VLM训练与架构：multimodal large language model(abstract)；分类 cs.CV

2508.07738 2025-08-12 cs.LG 57%

Separation and Collaboration: Two-Level Routing Grouped Mixture-of-Experts for Multi-Domain Continual Learning

Jialu Zhou, Dianxi Shi, Shaowu Yang, Xinyu Wei, Mingyue Yang, Leqian Li, Mengzhu Wang, Chunping Qiu

专题命中 VLM训练与架构：multimodal large language model(abstract)；分类 cs.LG

1. VLM训练与架构 8 篇