Hyperplane Fitting on Synthetic 2D Data 5 Hyperplanes (test)
8.472TCSUPERANSAC UNKNOWN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SUPERANSAC UNKNOWNHyperplane count=estimated2026.05 | 8.472 | 9.3 | 2.678 | 0.093 | |
| PARSAC UNKNOWNHyperplane count=estimated2026.05 | 11.658 | 7.15 | 1.382 | 0.091 | |
| SEC.5 + FULL PIPELINEInitialization=Section 5 proposed method, Hyperplane count=estimated2026.05 | 15.727 | 5.1 | 0.616 | 0.357 | |
| PARSAC KNOWNHyperplane count=known2026.05 | 15.79 | — | 0.447 | 0.021 | |
| SUPERANSAC KNOWNHyperplane count=known2026.05 | 19.479 | — | 0.941 | 0.032 | |
| RANDOM + FULL PIPELINEInitialization=random, Hyperplane count=known2026.05 | 36.983 | — | 6.221 | 0.423 | |
| GMM+EMHyperplane count=known2026.05 | 39.169 | — | 4.861 | 0.383 | |
| OPTICSHyperplane count=unknown2026.05 | 39.935 | 6.4 | 5.668 | 0.032 | |
| AGGCLUSTERHyperplane count=known2026.05 | 46.248 | — | 4.249 | 0.002 | |
| K-MEANSHyperplane count=known2026.05 | 54.433 | — | 8.619 | 0.012 | |
| RANSACHyperplane count=known2026.05 | 95.745 | — | 9.036 | 0.027 | |
| DBSCANHyperplane count=unknown2026.05 | 142.709 | 2.95 | 4.035 | 0.001 |