视觉大模型 / VLM

When Language Overrules: Revealing Text Dominance in Multimodal Large Language Models

Huyu Wu, Meng Tang, Xinhan Zheng, Haiyun Jiang

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

OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM

Jinhong Wang, Shuo Tong, Jian liu, Dongqi Tang, Weiqiang Wang, Wentong Li, Hongxia Xu, Danny Chen, Jintai Chen, Jian Wu

机构 * College of Computer Science & Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Transvascular Implantation Devices Research Institute and Liangzhu Laboratory（血管植入物研究机构和良渚实验室） ； Ant Group（蚂蚁集团） ； University of Notre Dame（圣母大学） ； HKUST (Guangzhou)（香港科技大学（广州）） 纠错

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

Comments Accepted by ICCV 2025

Hierarchical Cross-modal Prompt Learning for Vision-Language Models

Hao Zheng, Shunzhi Yang, Zhuoxin He, Jinfeng Yang, Zhenhua Huang

机构 * South China Normal University（华南师范大学） ； Shenzhen Polytechnic University（深圳职业技术大学） 纠错

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

Comments Accepted by ICCV2025

Chem3DLLM: 3D Multimodal Large Language Models for Chemistry

Lei Jiang, Shuzhou Sun, Biqing Qi, Yuchen Fu, Xiaohua Xu, Yuqiang Li, Dongzhan Zhou, Tianfan Fu

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

Comments 15 pages, 9 figures

TBAC-UniImage: Unified Understanding and Generation by Ladder-Side Diffusion Tuning

Junzhe Xu, Yuyang Yin, Xi Chen

机构 * Basic Algorithm Center, PCG, Tencent（腾讯基础算法中心、PCG、腾讯） 纠错

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

SOI is the Root of All Evil: Quantifying and Breaking Similar Object Interference in Single Object Tracking

Yipei Wang, Shiyu Hu, Shukun Jia, Panxi Xu, Hongfei Ma, Yiping Ma, Jing Zhang, Xiaobo Lu, Xin Zhao

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

Bridging Modality Gaps in e-Commerce Products via Vision-Language Alignment

Yipeng Zhang, Hongju Yu, Aritra Mandal, Canran Xu, Qunzhi Zhou, Zhe Wu

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

Common Data Properties Limit Object-Attribute Binding in CLIP

Bijay Gurung, David T. Hoffmann, Thomas Brox

机构 * University of Freiburg（弗赖堡大学） ； deepset 纠错

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

Comments accepted at GCPR 2025

Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness

Qifan Yu, Zhebei Shen, Zhongqi Yue, Yang Wu, Bosheng Qin, Wenqiao Zhang, Yunfei Li, Juncheng Li, Siliang Tang, Yueting Zhuang

机构 * Zhejiang University（浙江大学） ； Nanyang Technological University（南洋理工大学） ； Ant Group（蚂蚁集团） 纠错

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

Comments ICCV 2025 Highlight