Animal Activity Recognition on cattle dataset
91.42AccuracyIBA-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IBA-Net2026.04 | 91.42 | 90.62 | 88.06 | 93.64 | |
| CB_FLFull name=Class-balanced Focal Loss2026.04 | 88.6 | 85.11 | 81.34 | 90.54 | |
| CS_CEFull name=Cost-sensitive Cross-Entropy loss2026.04 | 88.55 | 80.53 | 87.9 | 77.81 | |
| BaselineDescription=Trained solely on data with a single sampling rate and optimized using the standard cross-entropy loss2026.04 | 88.54 | 80.54 | 87.9 | 77.86 | |
| ACSLFull name=Adaptive Class Suppression Loss2026.04 | 87.74 | 84.43 | 86.96 | 80.87 | |
| KMSFull name=KMeansSMOTE2026.04 | 87.6 | 84.94 | 81.1 | 90.23 | |
| RUSFull name=RandomUnderSampler2026.04 | 67.3 | 62.35 | 59.71 | 76.06 |