ShapeNet
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ShapeNet Unseen Categories (test)
3.69Chamfer Distance (CD, 10^-3)
4
ShapeNet-R2N2
28.39Generation Time (ms/sample)
4
ShapeNet Lamp (test)
0.28dCD
4
ShapeNet Airplane (test)
0.23Directed Chamfer Distance (dCD)
4
ShapeNet 7 objects
27.807PSNR
4
ShapeNet Out-of-category (test)
1.847L1 Error
4
ShapeNet In-category (test)
1.698L1 Error
4
ShapeNet
30.88PSNR
4
ShapeNet
0.029Mean WD (H1-PD)
4
ShapeNet Chair (test)
0.66CD
4
ShapeNet V2 (source)
90.43Accuracy
4
ShapeNet SRN Cars (test)
6.9FID
4
ShapeNet novel categories
4.19Cabinet
4
ShapeNet Seen Categories (novel instances)
2.35CD (chair)
4
ShapeNet
2.6CD
4
ShapeNet-SRN Chairs
24.5PSNR
4
ShapeNet Core all categories
7.9F-Score @ 0.5%
4
ShapeNet (average)
13.3FID
4
ShapeNet chair
10.5FID
4
ShapeNet plane
15FID
4
ShapeNet car
14.4FID
4
ShapeNet Core-55
2,048.29W2 Error (Step 0)
4
ShapeNet Lamp v2 (test)
53.88COV
4
ShapeNet Bench v2 (test)
55.23COV
4
ShapeNetCore13 (test)
88.04Accuracy
4