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Classical baselines and a Siamese U-Net on OSCD Sentinel-2 bitemporal pairs, with a threshold protocol strict enough to catch its own violation. Baseline-level vs Daudt et al. 2018 on the same 14/10 city split. Four self-deflated claims.