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What is Do Satellite Tasks Need Special Pretraining about?

This document explores the necessity of specialized pretraining for satellite tasks in remote sensing, particularly focusing on generalization to lower resolution images. The authors evaluate the performance of a general-purpose visual foundation model, iBOT, pretrained on a remote sensing dataset, MillionAID, and compare it with existing specialized models. Results indicate that specialized pretraining does not consistently improve performance over general-purpose models, especially at smaller scales.

Author

yangzeyu20000

Language

EN