ProdPoly no activation functions

Reported on 4 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical3 results

Image GenerationonCIFAR-10
FID· 2020-06-20
40.45
best: 1.22 (GMem)
Deep Polynomial Neural Networks arXiv:2006.13026
Image GenerationonCIFAR-10
FID· 2020-06-20
36.77
best: 1.22 (GMem)
Deep Polynomial Neural Networks arXiv:2006.13026
Image GenerationonCIFAR-10
Inception score· 2020-06-20
7.5
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
Deep Polynomial Neural Networks arXiv:2006.13026

Computer Vision2 results

Conditional Image GenerationonCIFAR-10
FID· 2020-06-20
36.77
best: 1.64 (EDM-G++ (conditional))
Deep Polynomial Neural Networks arXiv:2006.13026
Conditional Image GenerationonCIFAR-10
Inception score· 2020-06-20
7.5
best: 10.51 (StyleGAN2 + DiffAugment + D2D-CE)
Deep Polynomial Neural Networks arXiv:2006.13026