Cassava Leaf Disease

Classify cassava leaf images into 5 disease categories to help African farmers.

Computer Vision Accuracy LightCNN + Mixup

Feature Importance

EfficientNet 0.30 Mixup 0.18 CutMix 0.12 TTA 0.12 LabelSmoothing 0.10 CosineLR 0.08 FocalLoss 0.05

Key Insights

EfficientNet-B4 + ViT ensemble achieves 91.3%. Noisy labels require robust augmentation (Mixup/CutMix). Progressive learning with triplet loss helps.