2D RGB binary nucleus segmentation for histopath_nucleus_seg. Trained on the bundle TRAIN split via the official prep_data + SDK ImageLoader (RGB/255, 256px, 2-class). predict(image (3,H,W)) -> (H,W) {0,1} on the native grid.