| Use Case | Dataset | Specialist Model | Train Time | Model Score | SAM 3 Score | Accuracy Diff | Model Speed | SAM 3 Speed | Speed Diff |
|---|---|---|---|---|---|---|---|---|---|
| Object Detection | Global Wheat Detection | YOLOv11-Large | 2h 15m | 5.8009 | 4.8095 | +17.09% | 43 ms | 1120 ms | 25x |
| Object Detection | CCTV Weapon Detection | YOLOv11-Medium | 8m | 5.6766 | 4.5130 | +20.50% | 55 ms | 1100 ms | 19x |
| Instance Segmentation | Concrete Crack Segmentation | YOLOv11-Medium | 5h 20m | 3.8488 | 1.6255 | +57.77% | 30 ms | 1090 ms | 36x |
| Instance Segmentation | Blood Cell Segemntation | YOLOv11-Medium | 46m | 8.5251 | 4.3478 | **+49.0 |
PushpakBhoge
PushpakBhoge
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December 27, 2025 08:53