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Models/RAT-Diffusion

RAT-Diffusion

Reported on 20 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Audio10 results

10-shot image generationonCOCO (Common Objects in Context)
FID· uses extra data· 2024-10-02
5
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
10-shot image generationonOxford 102 Flowers
FID· uses extra data· 2024-10-02
9.52
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
10-shot image generationonOxford 102 Flowers
Inception score· uses extra data· 2024-10-02
4.35
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
10-shot image generationonCUB
FID· uses extra data· 2024-10-02
6.36
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
1 Image, 2*2 StitchionCOCO (Common Objects in Context)
FID· uses extra data· 2024-10-02
5
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
1 Image, 2*2 StitchionOxford 102 Flowers
FID· uses extra data· 2024-10-02
9.52
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
1 Image, 2*2 StitchionOxford 102 Flowers
Inception score· uses extra data· 2024-10-02
4.35
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
1 Image, 2*2 StitchionCUB
FID· uses extra data· 2024-10-02
6.36
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
10-shot image generationonCUB
Inception score· uses extra data· 2024-10-02
6.56
best: 8.44 (Swinv2-Imagen)
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
1 Image, 2*2 StitchionCUB
Inception score· uses extra data· 2024-10-02
6.56
best: 8.44 (Swinv2-Imagen)
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638

Medical5 results

Image GenerationonCOCO (Common Objects in Context)
FID· uses extra data· 2024-10-02
5
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Image GenerationonOxford 102 Flowers
FID· uses extra data· 2024-10-02
9.52
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Image GenerationonOxford 102 Flowers
Inception score· uses extra data· 2024-10-02
4.35
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Image GenerationonCUB
FID· uses extra data· 2024-10-02
6.36
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Image GenerationonCUB
Inception score· uses extra data· 2024-10-02
6.56
best: 8.44 (Swinv2-Imagen)
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638

Natural Language Processing5 results

Text-to-Image GenerationonCOCO (Common Objects in Context)
FID· uses extra data· 2024-10-02
5
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Text-to-Image GenerationonOxford 102 Flowers
FID· uses extra data· 2024-10-02
9.52
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Text-to-Image GenerationonOxford 102 Flowers
Inception score· uses extra data· 2024-10-02
4.35
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Text-to-Image GenerationonCUB
FID· uses extra data· 2024-10-02
6.36
SOTA
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638
Text-to-Image GenerationonCUB
Inception score· uses extra data· 2024-10-02
6.56
best: 8.44 (Swinv2-Imagen)
Data Extrapolation for Text-to-image Generation on Small Datasets arXiv:2410.01638