Cover Image

LLM Agent Framework for Intelligent Change Analysis in Urban Environment using Remote Sensing Imagery

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xiao, Zixuan, Ma, Jun
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MMUEChange: A Generalized LLM Agent Framework for Intelligent Multi-Modal Urban Environment Change Analysis
by: Xiao, Zixuan, et al.
Published: (2026)

Towards Intelligent Urban Park Development Monitoring: LLM Agents for Multi-Modal Information Fusion and Analysis
by: Xiao, Zixuan, et al.
Published: (2026)

Quantum-Enhanced Vision Transformer for Flood Detection using Remote Sensing Imagery
by: Maity, Soumyajit, et al.
Published: (2026)

Multimodal Urban Areas of Interest Generation via Remote Sensing Imagery and Geographical Prior
by: Shi, Chuanji, et al.
Published: (2024)

Language-Grounded Multi-Agent Planning for Personalized and Fair Participatory Urban Sensing
by: Guo, Xusen, et al.
Published: (2026)

Consistency Change Detection Framework for Unsupervised Remote Sensing Change Detection
by: Liu, Yating, et al.
Published: (2025)

MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environments
by: Yang, Xiao, et al.
Published: (2025)

MKSNet: Advanced Small Object Detection in Remote Sensing Imagery with Multi-Kernel and Dual Attention Mechanisms
by: Zhang, Jiahao, et al.
Published: (2025)

ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAG
by: Zhang, Zilun, et al.
Published: (2024)

Built Environment Reasoning from Remote Sensing Imagery Using Large Vision--Language Models
by: Wang, Dongdong, et al.
Published: (2026)

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration
by: Ji, Peilin, et al.
Published: (2025)

TrafficClaw: A Generalizable LLM Agent in the Unified Physical Environment for Urban Traffic Control
by: Lai, Siqi, et al.
Published: (2026)

GeoSeg: Training-Free Reasoning-Driven Segmentation in Remote Sensing Imagery
by: Jiang, Lifan, et al.
Published: (2026)

UrbanSense:A Framework for Quantitative Analysis of Urban Streetscapes leveraging Vision Large Language Models
by: Yin, Jun, et al.
Published: (2025)

AgentRec: Next-Generation LLM-Powered Multi-Agent Collaborative Recommendation with Adaptive Intelligence
by: Ma, Bo, et al.
Published: (2025)

LUMIR: an LLM-Driven Unified Agent Framework for Multi-task Infrared Spectroscopy Reasoning
by: Xie, Zujie, et al.
Published: (2025)

SAM Guided Semantic and Motion Changed Region Mining for Remote Sensing Change Captioning
by: Wang, Futian, et al.
Published: (2025)

EduPlanner: LLM-Based Multi-Agent Systems for Customized and Intelligent Instructional Design
by: Zhang, Xueqiao, et al.
Published: (2025)

AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol
by: Zhang, Wentao, et al.
Published: (2025)

ViLaCD-R1: A Vision-Language Framework for Semantic Change Detection in Remote Sensing
by: Ma, Xingwei, et al.
Published: (2025)

Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM)
by: Chen, Hongruixuan, et al.
Published: (2024)

VICoT-Agent: A Vision-Interleaved Chain-of-Thought Framework for Interpretable Multimodal Reasoning and Scalable Remote Sensing Analysis
by: Wang, Chujie, et al.
Published: (2025)

Semantically Aware UAV Landing Site Assessment from Remote Sensing Imagery via Multimodal Large Language Models
by: Hua, Chunliang, et al.
Published: (2026)

Remote Sensing Retrieval-Augmented Generation: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model
by: Wen, Congcong, et al.
Published: (2025)

GeoEyes: On-Demand Visual Focusing for Evidence-Grounded Understanding of Ultra-High-Resolution Remote Sensing Imagery
by: Wang, Fengxiang, et al.
Published: (2026)

ChangeQuery: Advancing Remote Sensing Change Analysis for Natural and Human-Induced Disasters from Visual Detection to Semantic Understanding
by: Sun, Dongwei, et al.
Published: (2026)

AgentSense: LLMs Empower Generalizable and Explainable Web-Based Participatory Urban Sensing
by: Guo, Xusen, et al.
Published: (2025)

An Explainable Emotion Alignment Framework for LLM-Empowered Agent in Metaverse Service Ecosystem
by: Ma, Qun, et al.
Published: (2025)

HoliTracer: Holistic Vectorization of Geographic Objects from Large-Size Remote Sensing Imagery
by: Wang, Yu, et al.
Published: (2025)

An Adaptive Metaheuristic Framework for Changing Environments
by: Ahmed, Bestoun S.
Published: (2024)

Remote Sensing Image Intelligent Interpretation with the Language-Centered Perspective: Principles, Methods and Challenges
by: Li, Haifeng, et al.
Published: (2025)

MEET: A Million-Scale Dataset for Fine-Grained Geospatial Scene Classification with Zoom-Free Remote Sensing Imagery
by: Li, Yansheng, et al.
Published: (2025)

ChangeFlow -- Latent Rectified Flow for Change Detection in Remote Sensing
by: Rolih, Blaž, et al.
Published: (2026)

CangLing-KnowFlow: A Unified Knowledge-and-Flow-fused Agent for Comprehensive Remote Sensing Applications
by: Chen, Zhengchao, et al.
Published: (2025)

Detecting Brick Kiln Infrastructure at Scale: Graph, Foundation, and Remote Sensing Models for Satellite Imagery Data
by: Nazir, Usman, et al.
Published: (2026)

Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery
by: Dahal, Ashim, et al.
Published: (2024)

CSIYOLO: An Intelligent CSI-based Scatter Sensing Framework for Integrated Sensing and Communication Systems
by: Zhang, Xudong, et al.
Published: (2025)

Hybrid LLM-based Intelligent Framework for Robot Task Scheduling
by: Saha, Swayamjit, et al.
Published: (2026)

Be the Change You Want to See: Revisiting Remote Sensing Change Detection Practices
by: Rolih, Blaž, et al.
Published: (2025)

JL1-CD: A New Benchmark for Remote Sensing Change Detection and a Robust Multi-Teacher Knowledge Distillation Framework
by: Liu, Ziyuan, et al.
Published: (2025)