Cow Identification on CCCI60 (Leave-One-Camera-Out)
75.8Accuracy (Camera 1)iMSDA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| iMSDABackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 75.8 | 95.1 | 61.2 | 71.3 | 95.8 | 79.8 | |
| OursBackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 75.5 | 96.7 | 88.9 | 72.6 | 96.1 | 86 | |
| DANBackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 66.9 | 84 | 58.3 | 47.7 | 86.3 | 68.6 | |
| Source-onlyBackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 62.9 | 70.3 | 49.2 | 9.9 | 67 | 51.9 | |
| SSGBackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 55.9 | 70.8 | 44 | 44 | 77 | 58.3 | |
| MFSANBackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 53.1 | 82.1 | 61.8 | 68.8 | 84 | 70 | |
| DANNBackbone=ResNet-50, Evaluation Protocol=Leave-One-Camera-Out2026.02 | 51.1 | 81.6 | 58.7 | 40.9 | 83.2 | 63.1 |