DeepCAD
Benchmarks
TaskDatasetSOTA resultTrendResults
DeepCAD (test)
1.12MCD
27
DeepCAD variant datasets (test)
86.4IoU
18
DeepCAD Recap
2.58Chamfer Distance (Mean)
13
DeepCAD (test)
0.16Med. CD
10
DeepCAD
89.1Coverage (COV)
9
Recap-DeepCAD (test)
42.84Intersection Ratio (IR)
7
DeepCAD (test)
87.73Coverage (COV)
7
DeepCAD
0.21CD
7
DeepCAD Recap
89.4Coverage (COV)
6
DeepCAD
0.464Median Chamfer Distance (Med. CD)
6
DeepCAD
92.69Command Accuracy (ACC)
6
DeepCAD
96.6Avg Command Accuracy
6
DeepCAD (test)
0.17CD
6
DeepCAD (test)
0.17CD
6
DeepCAD (test)
0.37Median CD
5
DeepCAD (in-distribution)
63.14IOUbest
5
DeepCAD
0.22Error Angle (°)
5
DeepCAD (test)
0.987CD Ratio Q1
5
DeepCAD (test)
0.856MMD
4
DeepCAD (test)
99.3Command Accuracy (ACC_cmd)
4
DeepCAD
75.45COV
4
DeepCAD (unfiltered)
79.32Coverage (COV)
4
DeepCAD #vertices>=12 (filtered)
75.87COV
4
DeepCAD 43 (test)
2.8CD
4
DeepCAD in-distribution (finetuning)
0.62Mean Error
3