Grain Size Estimation on Metallurgical Grain Micrographs Jeffries Planimetric Evaluation
104.8N_Inside (Pred)MatSAM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MatSAMzero_shot=true, backbone=ViT-Large2026.04 | 104.8 | 73.76 | 40.2 | 29.1 | 1,226.7 | 63.81 | 7.3 | 10.61 | |
| Cellpose-SAMtraining_split=5%2026.04 | 57.2 | 7.8 | 27 | 15.42 | 695.6 | 8.2 | 6.48 | 1.88 | |
| Cellpose-SAMtraining_split=75%2026.04 | 56.6 | 10.45 | 27.9 | 12.41 | 692.7 | 10.12 | 6.48 | 2.34 | |
| Cellpose-SAMtraining_split=10%2026.04 | 56.4 | 8.79 | 26.7 | 16.47 | 685.4 | 9.72 | 6.46 | 2.24 | |
| Cellpose-SAMtraining_split=25%2026.04 | 55.1 | 8.95 | 27.6 | 13.39 | 676.4 | 9.78 | 6.45 | 2.28 | |
| Cellpose-SAMtraining_split=50%2026.04 | 55.1 | 9.28 | 27.4 | 13.9 | 676.1 | 9.79 | 6.44 | 2.3 | |
| U-Nettraining_split=75%2026.04 | 43.3 | 28.19 | 26.2 | 18.96 | 554.5 | 26.05 | 6.15 | 6.78 | |
| Cellpose-SAMzero_shot=true2026.04 | 38.4 | 36.31 | 17.7 | 45.01 | 125.7 | 38.11 | 3.92 | 16.7 |