Image Classification on Cotton Leaf Disease 1.0 (test)
0.89F1 ScoreHVT-XL (Full)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HVT-XL (Full)Params (M)=158.0, Protocol=SSL pre-training + fine-tuning2026.01 | 0.89 | — | — | |
| HVT-BaseParams (M)=78.4, Protocol=SSL pre-training + fine-tuning, Note=Parameter-matched comparison2026.01 | 0.88 | — | — | |
| Swin-BaseParams (M)=88.0, Protocol=SSL pre-training + fine-tuning, Note=Parameter-matched comparison2026.01 | 0.86 | — | — | |
| ViT-BaseParams (M)=86.6, Protocol=SSL pre-training + fine-tuning2026.01 | 0.85 | — | — | |
| PVT-LargeParams (M)=61.4, Protocol=SSL pre-training + fine-tuning2026.01 | 0.85 | — | — | |
| DeiT-BaseParams (M)=86.6, Protocol=SSL pre-training + fine-tuning2026.01 | 0.84 | — | — | |
| ResNet-101Params (M)=44.5, Protocol=SSL pre-training + fine-tuning2026.01 | 0.82 | — | — | |
| EfficientNet-B4Params (M)=19.3, Protocol=SSL pre-training + fine-tuning2026.01 | 0.82 | — | — | |
| ResNet-50Params (M)=25.6, Protocol=SSL pre-training + fine-tuning2026.01 | 0.79 | — | — |