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Models/FineGAN

FineGAN

Reported on 12 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Medical6 results

Image GenerationonCUB 128 x 128
FID· 2018-11-27
11.25
best: 2.79 (Projected GAN)
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image GenerationonCUB 128 x 128
Inception score· 2018-11-27
52.53
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image GenerationonStanford Cars
FID· 2018-11-27
16.03
best: 2.09 (Projected GANs)
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image GenerationonStanford Cars
Inception score· 2018-11-27
32.62
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image GenerationonStanford Dogs
FID· 2018-11-27
25.66
best: 11.75 (Projected GAN)
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image GenerationonStanford Dogs
Inception score· 2018-11-27
46.92
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155

Computer Vision6 results

Image ClusteringonStanford Cars
Accuracy· 2018-11-27
0.078
best: 0.646 (TURTLE (CLIP + DINOv2))
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image ClusteringonStanford Cars
NMI· 2018-11-27
0.354
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image ClusteringonStanford Dogs
Accuracy· 2018-11-27
0.079
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image ClusteringonStanford Dogs
NMI· 2018-11-27
0.233
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image ClusteringonCUB Birds
Accuracy· 2018-11-27
0.126
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155
Image ClusteringonCUB Birds
NMI· 2018-11-27
0.403
SOTA
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery arXiv:1811.11155