Object Detection on PigLife
91.7mAPYOLOv8m
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| YOLOv8mAnnotation Source=Human annotated, Params (M)=25.9, Inf. Forward (ms)=14.70, Inf. Pipeline (ms)=15.432026.05 | 91.7 | 99 | 97.8 | 75.2 | 92.5 | |
| YOLOv8sAnnotation Source=Human annotated, Params (M)=11.2, Inf. Forward (ms)=6.10, Inf. Pipeline (ms)=9.512026.05 | 90.6 | 99 | 96.9 | 72.1 | 91.4 | |
| YOLOv8nAnnotation Source=Human annotated, Params (M)=3.2, Inf. Forward (ms)=5.70, Inf. Pipeline (ms)=9.292026.05 | 88.1 | 98.9 | 95.7 | 67.5 | 89 | |
| SAM 3Annotation Source=Zero-shot baseline, Params (M)=∼850, Inf. Forward (ms)=1197.18, Inf. Pipeline (ms)=1242.532026.05 | 80.7 | 93.6 | 88.4 | 26.9 | 82.4 | |
| YOLOv8m (pseudo-labeled)Annotation Source=SAM 3 generated, Params (M)=25.9, Inf. Forward (ms)=14.70, Inf. Pipeline (ms)=16.712026.05 | 79.4 | 93.6 | 88.2 | 30.6 | 80.8 | |
| YOLOv8s (pseudo-labeled)Annotation Source=SAM 3 generated, Params (M)=11.2, Inf. Forward (ms)=6.10, Inf. Pipeline (ms)=10.372026.05 | 78.7 | 93.5 | 87.7 | 32.1 | 80.1 | |
| YOLOv8n (pseudo-labeled)Annotation Source=SAM 3 generated, Params (M)=3.2, Inf. Forward (ms)=5.70, Inf. Pipeline (ms)=10.132026.05 | 76.7 | 93.3 | 86.4 | 27.8 | 78.1 |