My first Point Cloud Project on this Dataset which is originally a part of Semantic3D Dataset
My pet project features several models, that I have benchmarked: KNN, CatBoots, BERT and GCNN
Cross val Scores:
| Model | Balanced accuracy | Accuracy | F1 weighted |
|---|---|---|---|
| KNN | 0.2906±9.4184e-4 | 0.7345±1.3572e-4 | 0.6863±8.2797e-5 |
| CatBoost | 0.2445±2.5108e-3 | 0.7777±4.9769e-5 | 0.6807±2.8747e-5 |
| BERT | 0.2408±3.3442e-3 | 0.7778±1.4369e-5 | 0.6807±1.2974e-5 |
| GСNN | 0.7559±3.3613e-2 | 0.2895±9.0011e-3 | 0.2710±1.3595e-2 |