Cover Image

Towards Faithful Reasoning in Remote Sensing: A Perceptually-Grounded GeoSpatial Chain-of-Thought for Vision-Language Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Jiaqi, Sun, Lang, Fu, Ronghao, Yang, Bo
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

GeoDiT: A Diffusion-based Vision-Language Model for Geospatial Understanding
by: Liu, Jiaqi, et al.
Published: (2025)

GeoSolver: Scaling Test-Time Reasoning in Remote Sensing with Fine-Grained Process Supervision
by: Sun, Lang, et al.
Published: (2026)

GeoAlignCLIP: Enhancing Fine-Grained Vision-Language Alignment in Remote Sensing via Multi-Granular Consistency Learning
by: Yang, Xiao, et al.
Published: (2026)

GeoVista: Visually Grounded Active Perception for Ultra-High-Resolution Remote Sensing Understanding
by: Zhu, Jiashun, et al.
Published: (2026)

SkyNative: A Native Multimodal Framework for Remote Sensing Visual Evidence Reasoning
by: Yang, Xiao, et al.
Published: (2026)

SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models
by: Cheng, An-Chieh, et al.
Published: (2024)

SkyMoE: A Vision-Language Foundation Model for Enhancing Geospatial Interpretation with Mixture of Experts
by: Liu, Jiaqi, et al.
Published: (2025)

GeoGround: A Unified Large Vision-Language Model for Remote Sensing Visual Grounding
by: Zhou, Yue, et al.
Published: (2024)

Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought
by: Man, Yunze, et al.
Published: (2025)

Grounded Chain-of-Thought for Multimodal Large Language Models
by: Wu, Qiong, et al.
Published: (2025)

SAMChat: Introducing Chain of Thought Reasoning and GRPO to a Multimodal Small Language Model for Small Scale Remote Sensing
by: Koksal, Aybora, et al.
Published: (2025)

Spatial Chain-of-Thought: Bridging Understanding and Generation Models for Spatial Reasoning Generation
by: Chen, Wei, et al.
Published: (2026)

Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models
by: Zhang, Jialiang, et al.
Published: (2026)

SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models
by: Lv, Weijiang, et al.
Published: (2026)

Uni-cot: Towards Unified Chain-of-Thought Reasoning Across Text and Vision
by: Qin, Luozheng, et al.
Published: (2025)

RemoteCLIP: A Vision Language Foundation Model for Remote Sensing
by: Liu, Fan, et al.
Published: (2023)

Multimodal Chain of Continuous Thought for Latent-Space Reasoning in Vision-Language Models
by: Pham, Tan-Hanh, et al.
Published: (2025)

GeoMeld: Toward Semantically Grounded Foundation Models for Remote Sensing
by: Hasan, Maram, et al.
Published: (2026)

RSGround-R1: Rethinking Remote Sensing Visual Grounding through Spatial Reasoning
by: Huang, Shiqi, et al.
Published: (2026)

Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning
by: Jiang, Jingjing, et al.
Published: (2025)

OmniEarth: A Benchmark for Evaluating Vision-Language Models in Geospatial Tasks
by: Fu, Ronghao, et al.
Published: (2026)

VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing
by: Luo, Zhiming, et al.
Published: (2026)

X-Ray-CoT: Interpretable Chest X-ray Diagnosis with Vision-Language Models via Chain-of-Thought Reasoning
by: Ng, Chee, et al.
Published: (2025)

ReasoningTrack: Chain-of-Thought Reasoning for Long-term Vision-Language Tracking
by: Wang, Xiao, et al.
Published: (2025)

Uni-RS: A Spatially Faithful Unified Understanding and Generation Model for Remote Sensing
by: Zhang, Weiyu, et al.
Published: (2026)

GeoReason: Aligning Thinking And Answering In Remote Sensing Vision-Language Models Via Logical Consistency Reinforcement Learning
by: Li, Wenshuai, et al.
Published: (2026)

VG-CoT: Towards Trustworthy Visual Reasoning via Grounded Chain-of-Thought
by: Lim, Byeonggeuk, et al.
Published: (2026)

Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models
by: Chen, Yangyi, et al.
Published: (2023)

CHOICE: Benchmarking the Remote Sensing Capabilities of Large Vision-Language Models
by: An, Xiao, et al.
Published: (2024)

Grounded 3D-Aware Spatial Vision-Language Modeling
by: Cheng, An-Chieh, et al.
Published: (2026)

GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing
by: Shabbir, Akashah, et al.
Published: (2025)

Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models
by: Rajabi, Navid, et al.
Published: (2023)

Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning
by: Jiang, Qing, et al.
Published: (2025)

Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning
by: Sun, Qi, et al.
Published: (2024)

AIM-CoT: Active Information-driven Multimodal Chain-of-Thought for Vision-Language Reasoning
by: Li, Xiping, et al.
Published: (2025)

Vision-Language Memory for Spatial Reasoning
by: Liu, Zuntao, et al.
Published: (2025)

FantasyVLN: Unified Multimodal Chain-of-Thought Reasoning for Vision-Language Navigation
by: Zuo, Jing, et al.
Published: (2026)

SATGround: A Spatially-Aware Approach for Visual Grounding in Remote Sensing
by: Toker, Aysim, et al.
Published: (2025)

Perceptual Taxonomy: Evaluating and Guiding Hierarchical Scene Reasoning in Vision-Language Models
by: Lee, Jonathan, et al.
Published: (2025)

CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models
by: Zhao, Qingqing, et al.
Published: (2025)