大模型推理能力

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation

Jianwen Tan, Huiyao Zhang, Rui Xiong, Han Zhou, Hongfei Wang, Ye Li

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences（中国科学院空间利用技术与工程中心） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(title,abstract)

Multi-Agent Visual-Language Reasoning for Comprehensive Highway Scene Understanding

Yunxiang Yang, Ningning Xu, Jidong J. Yang

机构 * Smart Mobility and Infrastructure Lab（智能移动与基础设施实验室） ； College of Engineering, University of Georgia（佐治亚大学工程学院） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI

Comments 16 pages, 16 figures, 8 tables

Robust Diagram Reasoning: A Framework for Enhancing LVLM Performance on Visually Perturbed Scientific Diagrams

Minghao Zhou, Rafael Souza, Yaqian Hu, Luming Che

机构 * Taiyuan University of Science and Technology（太原科技大学） ； University of Brasilia（巴西利亚大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；self-correction(abstract)

TinyGiantVLM: A Lightweight Vision-Language Architecture for Spatial Reasoning under Resource Constraints

Vinh-Thuan Ly, Hoang M. Truong, Xuan-Huong Nguyen

机构 * University of Science, VNU-HCM（越南胡志明市国家大学） ； Vietnam National University（越南国家大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)

Comments Accepted for presentation at the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, 2025

Journal ref IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, Hawaii, 2025

An Embodied AR Navigation Agent: Integrating BIM with Retrieval-Augmented Generation for Language Guidance

Hsuan-Kung Yang, Tsu-Ching Hsiao, Ryoichiro Oka, Ryuya Nishino, Satoko Tofukuji, Norimasa Kobori

机构 * Woven by Toyota, Inc., Japan（丰田公司，日本） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI

Comments 11 pages, 9 figures, accepted to IEEE ISMAR 2025

From reactive to cognitive: brain-inspired spatial intelligence for embodied agents

Shouwei Ruan, Liyuan Wang, Caixin Kang, Qihui Zhu, Songming Liu, Xingxing Wei, Hang Su

机构 * Department of Computer Science and Technology, Institute for AI, BNRist Center, Tsinghua-Bosch Joint ML Center, THBI Lab（计算机科学与技术系、人工智能研究院、BNRist中心、清华-博世联合机器学习中心、THBI实验室） ； Institute of Artificial Intelligence（人工智能研究院） ； Department of Psychological and Cognitive Sciences（心理学与认知科学系） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

Comments 40 pages, 8 figures

Hierarchical Contextual Grounding LVLM: Enhancing Fine-Grained Visual-Language Understanding with Robust Grounding

Leilei Guo, Antonio Carlos Rivera, Peiyu Tang, Haoxuan Ren, Zheyu Song

机构 * Zhongkai University of Agriculture and Engineering（仲恺农业工程大学） ； EDP University of Puerto Rico: San Sebastian（波多黎各圣塞巴斯蒂安EDP大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Navi-plus: Managing Ambiguous GUI Navigation Tasks with Follow-up Questions

Ziming Cheng, Zhiyuan Huang, Junting Pan, Zhaohui Hou, Mingjie Zhan

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； SenseTime Research（商汤科技研究院） ； MMLab, CUHK（CUHK的MMLab） 纠错

专题命中 视觉空间推理 ：self-correction(abstract)

Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles

Jiangfan Liu, Yongkang Guo, Fangzhi Zhong, Tianyuan Zhang, Zonglei Jing, Siyuan Liang, Jiakai Wang, Mingchuan Zhang, Aishan Liu, Xianglong Liu

机构 * Beihang University（北京航空航天大学） ； Nanyang Technological University（南洋理工大学） ； Zhongguancun Laboratory（中关村实验室） ； Henan University of Science and Technology（河南科技大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)