| license: mit | |
| tags: | |
| - cad | |
| - brep | |
| - machining-feature-recognition | |
| - graph-neural-network | |
| # BrepMFR Model Weights | |
| Model checkpoints for [BrepMFR](https://github.com/cad-results/BrepMFR) — machining feature recognition in B-rep models through deep learning and domain adaptation. | |
| ## Files | |
| | Path | Description | F1 Score | | |
| |------|-------------|----------| | |
| | `trial1_ss/best-epoch41-f1_0.9476.ckpt` | Best overall (full dataset) | 0.9476 | | |
| | `trial1_ss/last.ckpt` | Last epoch, full dataset | — | | |
| | `trial1_ss1500/best-epoch46-f1_0.9455.ckpt` | Best, 1500 sample subset | 0.9455 | | |
| | `trial1_ss1500/last.ckpt` | Last epoch, ss1500 | — | | |
| | `trial1_ss1000/best-epoch28-f1_0.9146.ckpt` | Best, 1000 sample subset | 0.9146 | | |
| | `trial1_finetune_ss/best-epoch26-f1_0.9356.ckpt` | Best finetuned | 0.9356 | | |
| | `pipe_classifier/best-epoch64-f1_0.5517.ckpt` | Pipe classifier (different task) | 0.5517 | | |
| | `face_seg_heavy/best-epoch43-f1_0.8626.ckpt` | Face segmentation (heavy arch) | 0.8626 | | |
| | `brepsimplifier/f1_0.9415.ckpt` | BrepFormer for defeaturing | 0.9415 | | |
| ## Source Code | |
| [https://github.com/cad-results/BrepMFR](https://github.com/cad-results/BrepMFR) | |