CelebA
Benchmarks
TaskDatasetSOTA resultTrendResults
CelebA-HQ
8.21FID
3
CelebA Target: b, Sensitive: m v1 (test)
0.061Equality of Opportunity
3
CelebA Target: a, Sensitive: m v1 (test)
14.8Equal Opportunity
3
CelebA
15.7FID
3
CelebA inlier vs. Image Corruptions outlier (test)
0.686ROC-AUC (Mean)
3
CelebA-HQ (val)
24.66Perplexity (Full)
3
CelebA
74.4Perfect Morph Success Rate
3
CelebA
68.3Perfect Morph Rate
3
CelebA
78Accuracy (male x beard)
3
CELEBA-HQ 256 (val)
0.99BITS/DIM
3
CelebA
0.285MS-SSIM
3
CelebA (test)
3.4Bits Per Dimension
3
CelebA (val)
1.83L1 Error
3
CelebA 40-50% irregular mask
2.85L1 Error (%)
3
CelebA 30-40% irregular mask
2.18L1 Loss (%)
3
CelebA 20-30% irregular mask
0.009L1 Loss
3
CelebA 10-20% irregular mask
0.007L1 Error
3
CELEBA-HQ 128x128 (test)
23.77FID
3
CelebA 2,000 images (test)
30.12PSNR
3
CelebA (test)
0.066L1 Distance
3
CelebA 64x64 resolution (val)
79FID
3
CelebA 64x64 19k samples
2.89FID
3
CelebA 128x128 (20 images)
34.9PSNR
2
CelebA
14.31FID
2
CelebA Pixel 64x64x3 (test)
3.35Wall-clock Speedup vs DDPM
2