Lithology Classification on GeoLink
45.12PrecisionMLP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MLP2026.05 | 45.12 | 44.89 | 45.01 | |
| GeoDecider2026.05 | 44.25 | 47.5 | 45.82 | |
| GeoMind2026.04 | 43.98 | 42.69 | 42.45 | |
| GPT4TS2026.04 | 42.91 | 41.61 | 41.3 | |
| MiniRocket2026.05 | 42.89 | 42.15 | 42.52 | |
| GBDT2026.04 | 42.51 | 40.29 | 41.22 | |
| GPT4TS2026.05 | 41.88 | 41.56 | 41.72 | |
| InceptionTime2026.04 | 41.7 | 41.25 | 41.16 | |
| InceptionTime2026.05 | 41.56 | 40.12 | 40.83 | |
| InstructTime2026.05 | 41.45 | 40.21 | 40.82 | |
| UniTS2026.05 | 41.22 | 40.56 | 44.92 | |
| GBDT2026.05 | 41.16 | 40.72 | 41.49 | |
| XGBoost2026.05 | 41.06 | 41.15 | 43.47 | |
| LSTMFCN2026.05 | 40.56 | 39.12 | 39.83 | |
| MOMENT2026.05 | 40.11 | 45.88 | 39.61 | |
| MiniRocket2026.04 | 39.48 | 40.95 | 40.27 | |
| MLP2026.04 | 38.94 | 41.41 | 40.54 | |
| XGBoost2026.04 | 38.25 | 36.23 | 36.44 | |
| TableTime2026.05 | 38.22 | 37.15 | 37.68 | |
| nn-DTW2026.05 | 37.89 | 35.67 | 36.75 | |
| LSTMFCN2026.04 | 37.29 | 37.64 | 37.05 | |
| MOMENT2026.04 | 37.15 | 40.78 | 38.5 | |
| InstructTime2026.04 | 36.47 | 39.72 | 37.68 | |
| TableTime2026.04 | 33.82 | 39.16 | 35.91 | |
| nn-DTW2026.04 | 33.42 | 38.47 | 34.79 |