Text-to-CAD Retrieval on Automate (test)
9.42Top-1 AccuracyBRepCLIP
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BRepCLIPSetting=Zero-shot2026.06 | 9.42 | 24.18 | 32.86 | 42.83 | 60.32 | |
| OpenShapeSetting=Zero-shot2026.06 | 7.6 | 19.86 | 27.58 | 36.45 | 79.82 | |
| BRepEncoderSetting=Zero-shot2026.06 | 4.82 | 14.3 | 21.06 | 29.55 | 68.48 | |
| PointNetSetting=Zero-shot2026.06 | 3.33 | 10.72 | 16.41 | 23.96 | 68.13 | |
| PointMLPSetting=Zero-shot2026.06 | 1.02 | 3.79 | 6.39 | 10.2 | 75.51 | |
| ULIPSetting=Zero-shot2026.06 | 0.92 | 3.11 | 5.06 | 7.95 | 91.41 | |
| Point-BERTSetting=Zero-shot2026.06 | 0.91 | 3.55 | 6.04 | 9.64 | 71.58 | |
| MixCon3DSetting=Zero-shot2026.06 | 0.18 | 2.33 | 3.88 | 6.54 | 94.15 |