CAFO Classification on CAFO dataset (random 80-20)
93.9F1 Score (Swine)PRISM-CAFO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PRISM-CAFOBase Model=EfficientNet-B32026.01 | 93.9 | 87.2 | 62.9 | 73.9 | 97.8 | |
| PRISM-CAFOBase Model=EfficientNet-B02026.01 | 92.9 | 86.4 | 65 | 68 | 98 | |
| PRISM-CAFOBase Model=Swin-B2026.01 | 92.8 | 84.8 | 67.8 | 68.9 | 98.1 | |
| PRISM-CAFOBase Model=ViT-B/162026.01 | 91.7 | 83.9 | 61.2 | 62.1 | 98.9 | |
| PRISM-CAFOBase Model=ResNet182026.01 | 91.6 | 82.9 | 65.7 | 70.9 | 98.4 | |
| DINOv2Backbone=ViT-B/162026.01 | 90 | 79.3 | 57.7 | 62.4 | 96.3 | |
| PRISM-CAFOBase Model=DINOv2 ViT-B/162026.01 | 89.9 | 80.8 | 57.9 | 54.7 | 98.1 | |
| ViTBackbone=ViT-B/162026.01 | 89.5 | 77.5 | 57.8 | 59.6 | 96.2 | |
| SwinBackbone=Swin-B2026.01 | 88.1 | 77.2 | 57.3 | 55.6 | 95.8 | |
| PRISM-CAFOBase Model=ResNet502026.01 | 87.6 | 81.1 | 64.2 | 68.4 | 96.3 | |
| RemoteCLIPBackbone=ViT-B/322026.01 | 87.5 | 75.5 | 46.6 | 48.9 | 96 | |
| CLIPBackbone=ViT-B/322026.01 | 86.9 | 71.9 | 44.9 | 48.2 | 95.2 | |
| ResNetBackbone=ResNet502026.01 | 86.6 | 73.5 | 48.6 | 55.1 | 93.7 | |
| ResNetBackbone=ResNet182026.01 | 86.5 | 70.2 | 45.2 | 54.4 | 93.3 | |
| EfficientNetBackbone=EfficientNet-B02026.01 | 86.3 | 74.4 | 46.6 | 57.3 | 94.2 | |
| EfficientNetBackbone=EfficientNet-B32026.01 | 85.9 | 72.2 | 51.9 | 54.8 | 93.6 | |
| PRISM-CAFOBase Model=CLIP (ViT-B/32)2026.01 | 85.4 | 70.7 | 41.8 | 42.8 | 96.2 | |
| PRISM-CAFOBase Model=RemoteCLIP (ViT-B/32)2026.01 | 85 | 67.3 | 49.9 | 35.3 | 96 |