Cloud Segmentation: 2026 SOTA vs 2019 Winners

Multi-label semantic segmentation of four satellite cloud patterns (Fish, Flower, Gravel, Sugar) using a ConvNeXt + UNet++ / SegFormer-B3 ensemble with shared classification heads. PyTorch Lightning with 5-fold CV — targeting Dice scores beyond the original 2019 Kaggle competition winners.