多模态大模型

Decoupled Proxy Alignment: Mitigating Language Prior Conflict for Multimodal Alignment in MLLM

Chenkun Tan, Pengyu Wang, Shaojun Zhou, Botian Jiang, Zhaowei Li, Dong Zhang, Xinghao Wang, Yaqian Zhou, Xipeng Qiu

机构 * Fudan University（复旦大学） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；MLLM(title,abstract)；分类 cs.CL

Comments Accepted by Findings of EMNLP2025

RLBind: Adversarial-Invariant Cross-Modal Alignment for Unified Robust Embeddings

Yuhong Lu

机构 * Samueli School of Engineering, Electrical and Computer Engineering, UCLA（UCLA电气与计算机工程学院萨姆利学校） 纠错

专题命中 多模态训练与对齐 ：cross-modal(title,abstract)；multi-modal(abstract)；分类 cs.CV

Comments This paper is submitted to IEEE International Conference on Robotics and Automation (ICRA) 2026

VLM-E2E: Enhancing End-to-End Autonomous Driving with Multimodal Driver Attention Fusion

Pei Liu, Haipeng Liu, Haichao Liu, Xin Liu, Jinxin Ni, Jun Ma

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Li Auto Inc.（Li汽车公司） ； the School of Aeronautics and Astronautics, Xiamen University（厦门大学航空航天学院） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；分类 cs.CV、cs.AI

OmniSegmentor: A Flexible Multi-Modal Learning Framework for Semantic Segmentation

Bo-Wen Yin, Jiao-Long Cao, Xuying Zhang, Yuming Chen, Ming-Ming Cheng, Qibin Hou

机构 * VCIP, CS, Nankai University（视觉计算研究所，计算机科学，南开大学） 纠错

专题命中 多模态训练与对齐 ：multi-modal(title,abstract)；分类 cs.CV

Comments Accepted by NeurIPS 2025

FMGS-Avatar: Mesh-Guided 2D Gaussian Splatting with Foundation Model Priors for 3D Monocular Avatar Reconstruction

Jinlong Fan, Bingyu Hu, Xingguang Li, Yuxiang Yang, Jing Zhang

机构 * HangZhou Dianzi University（杭州电子大学） ； Shenzhen Polytechnic University（深圳职业技术大学） ； WuHan University（武汉大学） 纠错

专题命中 多模态训练与对齐 ：multi-modal(abstract)；分类 cs.CV

AD-DINOv3: Enhancing DINOv3 for Zero-Shot Anomaly Detection with Anomaly-Aware Calibration

Jingyi Yuan, Jianxiong Ye, Wenkang Chen, Chenqiang Gao

机构 * School of Intelligent Systems Engineering, Sun Yat-Sen University（智能系统工程学院，中山大学） 纠错

专题命中 多模态训练与对齐 ：multimodal(abstract)；分类 cs.CV