DeepCAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| CAD reverse engineering | DeepCAD (test) | Med. CD0.16 | 10 | |
| text-to-CAD generation | DeepCAD (test) | Accuracy84.72 | 7 | |
| Unconditional CAD Generation | DeepCAD (test) | Coverage (COV)87.73 | 7 | |
| Single-image CAD reconstruction | DeepCAD | CD0.21 | 7 | |
| CAD command prediction | DeepCAD | Avg Command Accuracy96.6 | 6 | |
| CAD reconstruction from point clouds | DeepCAD (test) | CD0.17 | 6 | |
| CAD reconstruction from multi-view images | DeepCAD (test) | CD0.17 | 6 | |
| Image-to-CAD generation | DeepCAD (in-distribution) | IOUbest63.14 | 5 | |
| CAD Reconstruction | DeepCAD | Error Angle (°)0.2202 | 5 | |
| Conditional auto-completion | DeepCAD (test) | CD Ratio Q10.987 | 5 | |
| Unconditional Generation | DeepCAD | COV75.45 | 4 | |
| Unconditional CAD generation | DeepCAD (unfiltered) | Coverage (COV)79.32 | 4 | |
| Unconditional CAD Generation | DeepCAD #vertices>=12 (filtered) | COV75.87 | 4 | |
| CAD sequence recovery | DeepCAD 43 (test) | CD2.8 | 4 | |
| B-rep Generation | DeepCAD | Inference Time (s)1.5 | 3 | |
| B-Rep Generation | DeepCAD | 1-NNA64.37 | 3 | |
| CAD Sequence Recovery | DeepCAD Holes (test) | APCS73.2 | 3 | |
| CAD Sequence Recovery | DeepCAD Perlin noise (test) | APCS60.4 | 3 | |
| CAD sequence prediction | DeepCAD (test) | APCS0.732 | 3 | |
| Design history recovery | DeepCAD (test) | IR11.5 | 3 | |
| Unconditional sketch generation | DeepCAD (test) | FID18.14 | 3 | |
| 3D Reconstruction | DeepCAD (test) | Valid Ratio83.84 | 3 | |
| Reverse Engineering of Extrusion Cylinders | DeepCAD | Mean CD18.21 | 2 | |
| Design History Recovery | DeepCAD | F1 (Line)77.31 | 2 |
Showing 24 of 24 rows