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ICCV2025Top-tier venue

GEOBench-VLM: Benchmarking Vision-Language Models for Geospatial Tasks

Muhammad Sohail Danish, Muhammad Akhtar Munir, Syed Roshaan Ali Shah, Kartik Kuckreja, Fahad Shahbaz Khan, Paolo Fraccaro, Alexandre Lacoste, Salman Khan

2025Year
11Citations
11Top-tier citations

Abstract

Describe the spatial relationship between object in green box and object in red box. A. A small vehicle is to the left of the baseballdiamond B. A small vehicle is to the right of the large-vehicle C. A ship is below the harbor D. A large vehicle is beside the storage-tank E. A small vehicle is above the bridge. Q: Describe the spatial relationship between object in green box and object in red box. A. A small vehicle is to the left of the baseballdiamond B. A small vehicle is to the right of the large-vehicle C. A ship is below the harbor D. A large vehicle is beside the storage-tank E. A small vehicle is above the bridge. Q: Describe the spatial relationship between object in green box and object in red box. A. A small vehicle is to the left of the baseballdiamond B. A small vehicle is to the right of the large-vehicle C. A ship is below the harbor D. A large vehicle is beside the storage-tank E. A small vehicle is above the bridge. Q: Describe the image in detail. Cap: The aerial image showcases an industrial area adjacent to a large harbor. In the top section, a series of white storage tanks are neatly aligned, forming a structured pattern. These tanks are positioned primarily in the top … Q: Describe the image in detail. Cap: The aerial image showcases an industrial area adjacent to a large harbor. In the top section, a series of white storage tanks are neatly aligned, forming a structured pattern. These tanks are positioned primarily in the top … Q: Describe the image in detail. Cap: The aerial image showcases an industrial area adjacent to a large harbor. In the top section, a series of white storage tanks are neatly aligned, forming a structured pattern. These tanks are positioned primarily in the top … Q: What is the estimated magnitude of the earthquake that affected this area? A.

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