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EarthRecord: From Pixels to Land Change with Multimodal Agents over Four Decades of Satellite Imagery
Not provided in the abstract
multimodalland-change analysissatellite imagerybenchmarking
2611.12934
Builder Relevance
8h ago70%
Abstract
EarthRecord introduces a benchmark for evaluating multimodal agents' ability to analyze decades of satellite imagery for land-change detection.
Reality Card
Core Claim
EarthRecord provides a principled platform for measuring and advancing multimodal agents' capabilities from raw satellite imagery to reliable land-change analysis.
Method / Result
Evaluations of twelve multimodal agents revealed that leading agents complete most analyses end to end but struggle with mapping from imagery.
Limitations
The benchmark relies on raw multi-sensor archives, which may not be readily accessible for all researchers.
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