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#artificial intelligence Preprint Aug 2026

A comprehensive and trustworthy benchmark of AI methods for change detection in Earth observation

This work presents a standardized, open-source benchmark for evaluating state-of-the-art (SOTA) deep learning methods for Earth observation change detection, and reveals that well-optimized classical architectures, such as Siamese U-Nets, frequently outperform more complex contemporary models when computational efficiency is factored in.

Tadej Tomanič, Alice Baudhuin, Jan Sotošek et al. · 0 citations