DeepCAD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| text-to-CAD generation | DeepCAD (test) | MCD1.12 | 27 | |
| Modality-to-CAD generation | DeepCAD variant datasets (test) | IoU86.4 | 18 | |
| Text-to-CAD Generation | DeepCAD Recap | Chamfer Distance (Mean)2.58 | 13 | |
| CAD reverse engineering | DeepCAD (test) | Med. CD0.16 | 10 | |
| Text-to-CAD Generation | Recap-DeepCAD (test) | Intersection Ratio (IR)42.84 | 7 | |
| Unconditional CAD Generation | DeepCAD (test) | Coverage (COV)87.73 | 7 | |
| Single-image CAD reconstruction | DeepCAD | CD0.21 | 7 | |
| CAD Generation | DeepCAD Recap | Coverage (COV)89.4 | 6 | |
| Reverse Engineering | DeepCAD | Median Chamfer Distance (Med. CD)0.464 | 6 | |
| CAD Completion | DeepCAD | Command Accuracy (ACC)92.69 | 6 | |
| 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 3D shape generation | DeepCAD (test) | MMD0.856 | 4 | |
| 3D CAD Generation | DeepCAD (test) | Command Accuracy (ACC_cmd)99.3 | 4 | |
| 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 | |
| CAD Generation | DeepCAD (test) | CD0.1811 | 3 | |
| B-rep Generation | DeepCAD | Inference Time (s)1.5 | 3 | |
| B-Rep Generation | DeepCAD | 1-NNA64.37 | 3 |
Showing 25 of 33 rows