视觉大模型 / VLM

Grounded Visual Factualization: Factual Anchor-Based Finetuning for Enhancing MLLM Factual Consistency

Filippo Morbiato, Luca Romano, Alessandro Persona

机构 * University of Padua（帕多瓦大学） 纠错

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

S2D-ALIGN: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation

Jiechao Gao, Chang Liu, Yuangang Li

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

FastDriveVLA: Efficient End-to-End Driving via Plug-and-Play Reconstruction-based Token Pruning

Jiajun Cao, Qizhe Zhang, Peidong Jia, Xuhui Zhao, Bo Lan, Xiaoan Zhang, Zhuo Li, Xiaobao Wei, Sixiang Chen, Liyun Li, Xianming Liu, Ming Lu, Yang Wang, Shanghang Zhang

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

Comments Accepted by AAAI 2026

Human-Corrected Labels Learning: Enhancing Labels Quality via Human Correction of VLMs Discrepancies

Zhongnian Li, Lan Chen, Yixin Xu, Shi Xu, Xinzheng Xu

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

Comments 11 pages, 3 figures

DEFT-LLM: Disentangled Expert Feature Tuning for Micro-Expression Recognition

Ren Zhang, Huilai Li, Chao qi, Guoliang Xu, Tianyu Zhou, Wei wei, Jianqin Yin

机构 * College of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（智能工程与自动化学院，北京邮电大学） 纠错

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

Discovering Meaningful Units with Visually Grounded Semantics from Image Captions

Melika Behjati, James Henderson

机构 * Idiap Research Institute（日内瓦研究所） 纠错

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

Frequency-Aware Vision-Language Multimodality Generalization Network for Remote Sensing Image Classification

Junjie Zhang, Feng Zhao, Hanqiang Liu, Jun Yu

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

GraphMASAL: A Graph-based Multi-Agent System for Adaptive Learning

Biqing Zeng, Mengquan Liu, Zongwei Zhen

专题命中 VLM训练与架构 ：grounding(abstract)

Comments 9 pages, 3 figures,submitted to AAMAS 2026

GELATO: Multi-Instruction Trajectory Reshaping via Geometry-Aware Multiagent-based Orchestration

Junhui Huang, Yuhe Gong, Changsheng Li, Xingguang Duan, Luis Figueredo

机构 * Beijing Institute of Technology (BIT)（北京理工大学） ； School of Computer Science, University of Nottingham（诺丁汉大学计算机学院） 纠错

专题命中 VLM训练与架构 ：VLM(abstract)