大模型推理能力 - arXivDaily 专题

2505.11838 2025-05-20 cs.CV 78%

RVTBench: A Benchmark for Visual Reasoning Tasks

Yiqing Shen, Chenjia Li, Chenxiao Fan, Mathias Unberath

机构 * Johns Hopkins University（约翰霍普金斯大学）

专题命中视觉空间推理：reasoning(title,abstract)

2505.10875 2025-05-19 cs.CV 78%

A Light and Smart Wearable Platform with Multimodal Foundation Model for Enhanced Spatial Reasoning in People with Blindness and Low Vision

Alexey Magay, Dhurba Tripathi, Yu Hao, Yi Fang

机构 * Embodied AI and Robotics (AIR) Lab New York University Abu Dhabi（embodied AI 和机器人（AIR）实验室新 York 大学阿布扎赫德）

专题命中视觉空间推理：reasoning(title,abstract)

Comments Project website and code: https://dktpt44.github.io/LV-GPT/

2505.09118 2025-05-15 cs.CV 78%

Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning

Dayong Liang, Changmeng Zheng, Zhiyuan Wen, Yi Cai, Xiao-Yong Wei, Qing Li

机构 * South China University of Technology（华南理工大学）； The Hong Kong Polytechnic University（香港理工大学）； Peng Cheng Laboratory（彭成实验室）

专题命中视觉空间推理：reasoning(title,abstract)

2504.17207 2025-04-25 cs.CV 78%

Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation

Phillip Y. Lee, Jihyeon Je, Chanho Park, Mikaela Angelina Uy, Leonidas Guibas, Minhyuk Sung

专题命中视觉空间推理：reasoning(title,abstract)

Comments Project Page: https://apc-vlm.github.io/

2411.18894 2025-04-22 cs.CV 78%

T2SG: Traffic Topology Scene Graph for Topology Reasoning in Autonomous Driving

Changsheng Lv, Mengshi Qi, Liang Liu, Huadong Ma

机构 * State Key Laboratory of Networking and Switching Technology（网络与交换技术国家重点实验室）

专题命中视觉空间推理：reasoning(title,abstract)

Comments Accepted by CVPR2025

2504.10854 2025-04-16 cs.CV 78%

LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation

Hanning Chen, Yang Ni, Wenjun Huang, Hyunwoo Oh, Yezi Liu, Tamoghno Das, Mohsen Imani

专题命中视觉空间推理：reasoning(title,abstract)

2411.17735 2025-04-07 cs.CV cs.RO 78%

3D-Mem: 3D Scene Memory for Embodied Exploration and Reasoning

Yuncong Yang, Han Yang, Jiachen Zhou, Peihao Chen, Hongxin Zhang, Yilun Du, Chuang Gan

专题命中视觉空间推理：reasoning(title,abstract)

2409.20213 2025-04-02 cs.CV 78%

Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning

Oleh Kolner, Thomas Ortner, Stanisław Woźniak, Angeliki Pantazi

专题命中视觉空间推理：reasoning(title,abstract)

Comments 10 pages of main text and 8 pages appendices

Journal ref The Thirteenth International Conference on Learning Representations (ICLR) 2025

2503.23297 2025-04-01 cs.CV 78%

ReasonGrounder: LVLM-Guided Hierarchical Feature Splatting for Open-Vocabulary 3D Visual Grounding and Reasoning

Zhenyang Liu, Yikai Wang, Sixiao Zheng, Tongying Pan, Longfei Liang, Yanwei Fu, Xiangyang Xue

专题命中视觉空间推理：reasoning(title,abstract)

2502.06787 2025-03-31 cs.CV 78%

Visual Agentic AI for Spatial Reasoning with a Dynamic API

Damiano Marsili, Rohun Agrawal, Yisong Yue, Georgia Gkioxari

专题命中视觉空间推理：reasoning(title,abstract)

Comments Project website: https://glab-caltech.github.io/vadar/

2503.19355 2025-03-27 cs.CV 78%

ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models

Dohwan Ko, Sihyeon Kim, Yumin Suh, Vijay Kumar B. G, Minseo Yoon, Manmohan Chandraker, Hyunwoo J. Kim

专题命中视觉空间推理：reasoning(title,abstract)

2403.14743 2025-03-11 cs.CV 78%

VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding

Ahmad Mahmood, Ashmal Vayani, Muzammal Naseer, Salman Khan, Fahad Shahbaz Khan

专题命中视觉空间推理：reasoning(title,abstract)

2503.04919 2025-03-10 cs.CV 78%

FirePlace: Geometric Refinements of LLM Common Sense Reasoning for 3D Object Placement

Ian Huang, Yanan Bao, Karen Truong, Howard Zhou, Cordelia Schmid, Leonidas Guibas, Alireza Fathi

专题命中视觉空间推理：reasoning(title,abstract)

2502.10046 2025-02-17 cs.GR cs.CV 78%

ViRAC: A Vision-Reasoning Agent Head Movement Control Framework in Arbitrary Virtual Environments

Juyeong Hwang, Seong-Eun Hong, Hyeongyeop Kang

专题命中视觉空间推理：reasoning(title,abstract)

2311.17331 2025-02-17 cs.CV 78%

Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering

Zeqing Wang, Wentao Wan, Qiqing Lao, Runmeng Chen, Minjie Lang, Xiao Wang, Keze Wang, Liang Lin

专题命中视觉空间推理：reasoning(title,abstract)

Comments 13 pages, 8 figures

2405.17427 2025-02-11 cs.CV 78%

Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model

Kuan-Chih Huang, Xiangtai Li, Lu Qi, Shuicheng Yan, Ming-Hsuan Yang

专题命中视觉空间推理：reasoning(title,abstract)

Comments Accepted to 3DV 2025. Project Page: https://reason3d.github.io/

2409.17647 2024-12-30 cs.CV 78%

MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning

Tieyuan Chen, Huabin Liu, Tianyao He, Yihang Chen, Chaofan Gan, Xiao Ma, Cheng Zhong, Yang Zhang, Yingxue Wang, Hui Lin, Weiyao Lin

专题命中视觉空间推理：reasoning(title,abstract)

Comments Accepted at NeurIPS 2024 as a spotlight paper

2412.06292 2024-12-10 cs.CV 78%

ZeroKey: Point-Level Reasoning and Zero-Shot 3D Keypoint Detection from Large Language Models

Bingchen Gong, Diego Gomez, Abdullah Hamdi, Abdelrahman Eldesokey, Ahmed Abdelreheem, Peter Wonka, Maks Ovsjanikov

专题命中视觉空间推理：reasoning(title,abstract)

Comments Project website is accessible at https://sites.google.com/view/zerokey

2404.00318 2024-11-06 cs.RO cs.CV 78%

Cognitive Planning for Object Goal Navigation using Generative AI Models

Arjun P S, Andrew Melnik, Gora Chand Nandi

专题命中视觉空间推理：planning(title,abstract)

2410.20883 2024-11-04 cs.CV 78%

Improving Generalization in Visual Reasoning via Self-Ensemble

Tien-Huy Nguyen, Quang-Khai Tran, Anh-Tuan Quang-Hoang

专题命中视觉空间推理：reasoning(title,abstract)

2403.11541 2024-10-23 cs.CV 78%

Hierarchical Spatial Proximity Reasoning for Vision-and-Language Navigation

Ming Xu, Zilong Xie

专题命中视觉空间推理：reasoning(title,abstract)

Journal ref IEEE ROBOTICS AND AUTOMATION LETTERS, 2024

2406.01584 2024-10-16 cs.CV 78%

SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models

An-Chieh Cheng, Hongxu Yin, Yang Fu, Qiushan Guo, Ruihan Yang, Jan Kautz, Xiaolong Wang, Sifei Liu

专题命中视觉空间推理：reasoning(title,abstract)

Comments NeurIPS 2024, Project Page: https://www.anjiecheng.me/SpatialRGPT

2410.07394 2024-10-11 cs.CV 78%

Structured Spatial Reasoning with Open Vocabulary Object Detectors

Negar Nejatishahidin, Madhukar Reddy Vongala, Jana Kosecka

专题命中视觉空间推理：reasoning(title,abstract)

2409.20365 2024-10-08 cs.CV 78%

VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs

Ruotong Liao, Max Erler, Huiyu Wang, Guangyao Zhai, Gengyuan Zhang, Yunpu Ma, Volker Tresp

专题命中视觉空间推理：reasoning(title,abstract)

Comments EMNLP 2024 Findings; 22 pages; Code: https://github.com/mayhugotong/VideoINSTA

2407.14834 2024-07-23 cs.CV 78%

Can VLMs be used on videos for action recognition? LLMs are Visual Reasoning Coordinators

Harsh Lunia

专题命中视觉空间推理：reasoning(title,abstract)

Comments LLMs, VLMs, Action Recognition

2407.08672 2024-07-12 cs.CV 78%

NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning

Yi Zhang, Chun-Wun Cheng, Ke Yu, Zhihai He, Carola-Bibiane Schönlieb, Angelica I. Aviles-Rivero

专题命中视觉空间推理：reasoning(title,abstract)

2406.03105 2024-06-06 cs.CV 78%

Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane Priors

Han Li, Zehao Huang, Zitian Wang, Wenge Rong, Naiyan Wang, Si Liu

专题命中视觉空间推理：reasoning(title,abstract)

Comments 20 pages, 9 figures, 6 tables

2405.19326 2024-05-30 cs.CV cs.GR cs.HC 78%

Reasoning3D -- Grounding and Reasoning in 3D: Fine-Grained Zero-Shot Open-Vocabulary 3D Reasoning Part Segmentation via Large Vision-Language Models

Tianrun Chen, Chunan Yu, Jing Li, Jianqi Zhang, Lanyun Zhu, Deyi Ji, Yong Zhang, Ying Zang, Zejian Li, Lingyun Sun

专题命中视觉空间推理：reasoning(title,abstract)

2404.07449 2024-04-12 cs.CV 78%

Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs

Kanchana Ranasinghe, Satya Narayan Shukla, Omid Poursaeed, Michael S. Ryoo, Tsung-Yu Lin

专题命中视觉空间推理：reasoning(title,abstract)

2404.06904 2024-04-11 cs.RO 78%

Vision-Language Model-based Physical Reasoning for Robot Liquid Perception

Wenqiang Lai, Yuan Gao, Tin Lun Lam

专题命中视觉空间推理：reasoning(title,abstract)

Comments 8 pages, 6 figures, submitted to IROS 2024

1. 视觉空间推理 3352 篇

RVTBench: A Benchmark for Visual Reasoning Tasks

A Light and Smart Wearable Platform with Multimodal Foundation Model for Enhanced Spatial Reasoning in People with Blindness and Low Vision

Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning

Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation

T2SG: Traffic Topology Scene Graph for Topology Reasoning in Autonomous Driving

LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation

3D-Mem: 3D Scene Memory for Embodied Exploration and Reasoning

Mind the GAP: Glimpse-based Active Perception improves generalization and sample efficiency of visual reasoning

ReasonGrounder: LVLM-Guided Hierarchical Feature Splatting for Open-Vocabulary 3D Visual Grounding and Reasoning

Visual Agentic AI for Spatial Reasoning with a Dynamic API

ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models

VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding

FirePlace: Geometric Refinements of LLM Common Sense Reasoning for 3D Object Placement

ViRAC: A Vision-Reasoning Agent Head Movement Control Framework in Arbitrary Virtual Environments

Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering

Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model

MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning

ZeroKey: Point-Level Reasoning and Zero-Shot 3D Keypoint Detection from Large Language Models

Cognitive Planning for Object Goal Navigation using Generative AI Models

Improving Generalization in Visual Reasoning via Self-Ensemble

Hierarchical Spatial Proximity Reasoning for Vision-and-Language Navigation

SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models

Structured Spatial Reasoning with Open Vocabulary Object Detectors

VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs

Can VLMs be used on videos for action recognition? LLMs are Visual Reasoning Coordinators

NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning

Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane Priors

Reasoning3D -- Grounding and Reasoning in 3D: Fine-Grained Zero-Shot Open-Vocabulary 3D Reasoning Part Segmentation via Large Vision-Language Models

Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMs

Vision-Language Model-based Physical Reasoning for Robot Liquid Perception