GeoChat-Bench

--- license: apache-2.0 --- # GeoChat-7B GeoChat_Bench consists of converted instructions for LRBEN, HRBEN, AID, UCMerced, and custom evaluation datasets for region captioning, visual grounding and grounding description tasks. <!-- Provide a longer summary of what this model is. --> - **Developed by MBZUAI** ### Model Sources <!-- Provide the basic links for the model. --> - **Repository:** https://github.com/mbzuai-oryx/GeoChat - **Paper:** https://arxiv.org/abs/2311.15826 **BibTeX:** ```bibtex @misc{kuckreja2023geochat, title={GeoChat: Grounded Large Vision-Language Model for Remote Sensing}, author={Kartik Kuckreja and Muhammad Sohail Danish and Muzammal Naseer and Abhijit Das and Salman Khan and Fahad Shahbaz Khan}, year={2023}, eprint={2311.15826}, archivePrefix={arXiv}, primaryClass={cs.CV} } ``` ## Authors Kartik Kuckreja, Muhammad Sohail ## Contact [e-mail]许可证：Apache-2.0 # GeoChat-7B GeoChat基准测试集（GeoChat_Bench）涵盖针对LRBEN、HRBEN、AID、UCMerced及自定义评估数据集转换得到的指令集，用于区域图像字幕（region captioning）、视觉接地（visual grounding）与接地描述（grounding description）三类遥感视觉语言任务。 <!-- 提供该模型的详细说明 --> - **开发方：穆罕默德·本·扎耶德人工智能大学（MBZUAI）** ### 模型相关资源 <!-- 提供该模型的基础链接 --> - **代码仓库：** https://github.com/mbzuai-oryx/GeoChat - **学术论文：** https://arxiv.org/abs/2311.15826 **BibTeX 引用格式：** bibtex @misc{kuckreja2023geochat, title={GeoChat: Grounded Large Vision-Language Model for Remote Sensing}, author={Kartik Kuckreja and Muhammad Sohail Danish and Muzammal Naseer and Abhijit Das and Salman Khan and Fahad Shahbaz Khan}, year={2023}, eprint={2311.15826}, archivePrefix={arXiv}, primaryClass={cs.CV} } ## 作者 Kartik Kuckreja、Muhammad Sohail ## 联系方式 [e-mail]

搜集汇总

背景与挑战

背景概述

GeoChat-Bench是一个用于遥感领域的评估数据集，由MBZUAI开发。它包含转换的指令，覆盖LRBEN、HRBEN、AID和UCMerced等数据集，专门用于区域字幕、视觉定位和定位描述任务的评估。该数据集支持GeoChat模型的研究，旨在提升大型视觉语言模型在遥感图像中的理解和描述能力。