CAFO Classification on CAFO dataset (spatial)
87.4Swine F1PRISM-CAFO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PRISM-CAFOBase Model=Swin-B2026.01 | 87.4 | 75.8 | 58.4 | 16.4 | 98.6 | |
| PRISM-CAFOBase Model=EfficientNet-B02026.01 | 85.5 | 80 | 54 | 32.2 | 96.7 | |
| PRISM-CAFOBase Model=ResNet182026.01 | 85.2 | 86.8 | 52.2 | 25.3 | 99.1 | |
| PRISM-CAFOBase Model=ResNet502026.01 | 83.3 | 85 | 53.1 | 9 | 98.7 | |
| PRISM-CAFOBase Model=EfficientNet-B32026.01 | 78 | 53.9 | 53.9 | 30.6 | 97.5 | |
| ViTBackbone=ViT-B/162026.01 | 76.9 | 73 | 43.9 | 24.9 | 95.5 | |
| DINOv2Backbone=ViT-B/162026.01 | 75.8 | 73.7 | 40.6 | 18.2 | 95.8 | |
| PRISM-CAFOBase Model=DINOv2 ViT-B/162026.01 | 73.5 | 74.7 | 44.6 | 15.9 | 97.5 | |
| PRISM-CAFOBase Model=ViT-B/162026.01 | 71.5 | 73.5 | 31.3 | 22.2 | 97.9 | |
| EfficientNetBackbone=EfficientNet-B02026.01 | 71.2 | 69.5 | 20 | 19 | 94.1 | |
| RemoteCLIPBackbone=ViT-B/322026.01 | 70 | 70.8 | 35.4 | 18.8 | 95.8 | |
| SwinBackbone=Swin-B2026.01 | 69.2 | 70.6 | 44.6 | 15.9 | 95.1 | |
| ResNetBackbone=ResNet502026.01 | 68 | 68.5 | 30.1 | 12.4 | 93.2 | |
| CLIPBackbone=ViT-B/322026.01 | 67.3 | 63.6 | 28 | 14.3 | 95.1 | |
| EfficientNetBackbone=EfficientNet-B32026.01 | 64.2 | 73.7 | 35 | 20.5 | 93.6 | |
| ResNetBackbone=ResNet182026.01 | 60.8 | 65.7 | 22 | 16.9 | 92.1 | |
| PRISM-CAFOBase Model=RemoteCLIP (ViT-B/32)2026.01 | 60.3 | 66.4 | 31.1 | 11.1 | 97.1 | |
| PRISM-CAFOBase Model=CLIP (ViT-B/32)2026.01 | 55 | 55.4 | 34.1 | 15 | 96.8 |