Instance Segmentation on StrawDI Db1
77.3mAP50:95Manual
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ManualStudent Model=YOLOv8s, Protocol=Zero-shot distillation, Label Source=Human2026.07 | 77.3 | 93.5 | 79 | |
| GEAR-SegStudent Model=YOLOv8s, Protocol=Zero-shot distillation, Label Source=Automated2026.07 | 67.1 | 78.8 | 68.5 | |
| SDMStudent Model=YOLOv8s, Protocol=Zero-shot distillation, Label Source=Automated2026.07 | 63.6 | 77.4 | 69.9 | |
| GEAR-SegZero-shot=true2026.07 | 50.6 | 59.4 | 64.2 | |
| Grounded SAMStudent Model=YOLOv8s, Protocol=Zero-shot distillation, Label Source=Automated2026.07 | 44.3 | 56.7 | 60 | |
| SDMZero-shot=true2026.07 | 37.4 | 42.9 | 58.6 | |
| YOLO-WorldStudent Model=YOLOv8s, Protocol=Zero-shot distillation, Label Source=Automated2026.07 | 27.8 | 39.6 | 37.7 | |
| Grounded SAMZero-shot=true2026.07 | 24.2 | 32.9 | 42.5 | |
| YOLO-WorldZero-shot=true2026.07 | 10.8 | 21 | 21.1 |