多模态大模型

Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation

Zifu Wan, Pingping Zhang, Yuhao Wang, Silong Yong, Simon Stepputtis, Katia Sycara, Yaqi Xie

机构 * Robotics Institute, Carnegie Mellon University（机器人研究所，卡内基梅隆大学） 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 WACV 2025. Project page: https://zifuwan.github.io/Sigma/

SimCroP: Radiograph Representation Learning with Similarity-driven Cross-granularity Pre-training

Rongsheng Wang, Fenghe Tang, Qingsong Yao, Rui Yan, Xu Zhang, Zhen Huang, Haoran Lai, Zhiyang He, Xiaodong Tao, Zihang Jiang, Shaohua Kevin Zhou

机构 * School of Biomedical Engineering, Division of Life Sciences ； Medicine, University of Science ； Technology of China (USTC), Hefei Anhui, 230026, China Center for Medical Imaging, Robotics, Analytic Computing \& Learning (MIRACLE), Suzhou Institute for Advance Research, USTC, 215123, China Stanford University, Palo Alto, California, 94025, United States Jiangsu Provincial Key Laboratory of Multimodal Digital Twin Technology, Suzhou Key Laboratory of Precision ； Intelligent Chemistry, USTC Anhui IFLYTEK CO., Ltd. 纠错

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

Comments Accepted by MICCAI 2025

A Survey on Training-free Alignment of Large Language Models

Birong Pan, Yongqi Li, Weiyu Zhang, Wenpeng Lu, Mayi Xu, Shen Zhou, Yuanyuan Zhu, Ming Zhong, Tieyun Qian

机构 * School of Computer Science, Wuhan University, Wuhan, China（武汉大学计算机学院） ； Faculty of Computer Science and Technology, Qilu University of Technology, Shandong, China（青岛科技大学计算机科学与技术学院） ； Zhongguancun Academy, Beijing, China（中关村学院） 纠错

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

Comments Accepted to EMNLP 2025 (findings), camera-ready version

A Survey of World Models for Autonomous Driving

Tuo Feng, Wenguan Wang, Yi Yang

机构 * Collaborative Innovation Center of Artificial Intelligence (CCAI), Zhejiang University（人工智能协同创新中心（CCAI）、浙江大学） 纠错

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

Comments Ongoing project. Paper list: https://github.com/FengZicai/AwesomeWMAD Benchmark: https://github.com/FengZicai/WMAD-Benchmarks

Comparing Machine Learning and Physics-Based Nanoparticle Geometry Determinations Using Far-Field Spectral Properties

Mengqi Sun, Zixu Huang, Muammer Y. Yaman, Maxim Ziatdinov, Sergei V. Kalinin, David S. Ginger

专题命中 多模态训练与对齐 ：multimodal(abstract)