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Models/AttnGAN+CL

AttnGAN+CL

Reported on 16 benchmarks across 4 tasks · 1 paper

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

Audio8 results

10-shot image generationonCOCO (Common Objects in Context)
FID· 2021-07-06
23.93
best: 5 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
10-shot image generationonCOCO (Common Objects in Context)
Inception score· 2021-07-06
25.7
best: 34.67 (FuseDream (k=10, 256))
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
10-shot image generationonCUB
FID· 2021-07-06
16.34
best: 6.36 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
10-shot image generationonCUB
Inception score· 2021-07-06
4.42
best: 8.44 (Swinv2-Imagen)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
FID· 2021-07-06
23.93
best: 5 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
Inception score· 2021-07-06
25.7
best: 34.67 (FuseDream (k=10, 256))
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
1 Image, 2*2 StitchionCUB
FID· 2021-07-06
16.34
best: 6.36 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
1 Image, 2*2 StitchionCUB
Inception score· 2021-07-06
4.42
best: 8.44 (Swinv2-Imagen)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423

Medical4 results

Image GenerationonCOCO (Common Objects in Context)
FID· 2021-07-06
23.93
best: 5 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
Image GenerationonCOCO (Common Objects in Context)
Inception score· 2021-07-06
25.7
best: 34.67 (FuseDream (k=10, 256))
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
Image GenerationonCUB
FID· 2021-07-06
16.34
best: 6.36 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
Image GenerationonCUB
Inception score· 2021-07-06
4.42
best: 8.44 (Swinv2-Imagen)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423

Natural Language Processing4 results

Text-to-Image GenerationonCOCO (Common Objects in Context)
FID· 2021-07-06
23.93
best: 5 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
Text-to-Image GenerationonCOCO (Common Objects in Context)
Inception score· 2021-07-06
25.7
best: 34.67 (FuseDream (k=10, 256))
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
Text-to-Image GenerationonCUB
FID· 2021-07-06
16.34
best: 6.36 (RAT-Diffusion)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423
Text-to-Image GenerationonCUB
Inception score· 2021-07-06
4.42
best: 8.44 (Swinv2-Imagen)
Improving Text-to-Image Synthesis Using Contrastive Learning arXiv:2107.02423