Case atlas.
Every scene the CS-Mamba flood model has been run on. One out-of-distribution 2025 disaster with no ground truth, and 3 KuroSiwo test events with ground-truth masks — so you can see both what the model does in the wild and how accurate it is when truth exists. Every figure is a real model output.
OUT-OF-DISTRIBUTION · NO GT
Banda Aceh, Indonesia
Banda Aceh, Indonesia · 2025-11-26
An unseen 2025 Sentinel-1 scene with no ground truth — the model is pushed out of distribution, and the clamp knob is what rescues the flood signal.
No ground truth exists for this 2025 scene — it post-dates the training set. Validation is done by clamp-sensitivity + pairwise agreement instead.