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Models/Null-Text Inversion+Prompt-to-Prompt

Null-Text Inversion+Prompt-to-Prompt

Reported on 16 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Audio8 results

10-shot image generationonPIE-Bench
Background LPIPS· 2022-11-17
60.67
best: 9.92 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
10-shot image generationonPIE-Bench
Background PSNR· 2022-11-17
27.03
best: 35.87 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
1 Image, 2*2 StitchionPIE-Bench
Background LPIPS· 2022-11-17
60.67
best: 9.92 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
1 Image, 2*2 StitchionPIE-Bench
Background PSNR· 2022-11-17
27.03
best: 35.87 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
10-shot image generationonPIE-Bench
CLIPSIM· 2022-11-17
24.75
best: 27.33 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
10-shot image generationonPIE-Bench
Structure Distance· 2022-11-17
13.44
best: 70.9 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
1 Image, 2*2 StitchionPIE-Bench
CLIPSIM· 2022-11-17
24.75
best: 27.33 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
1 Image, 2*2 StitchionPIE-Bench
Structure Distance· 2022-11-17
13.44
best: 70.9 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794

Medical4 results

Image GenerationonPIE-Bench
Background LPIPS· 2022-11-17
60.67
best: 9.92 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
Image GenerationonPIE-Bench
Background PSNR· 2022-11-17
27.03
best: 35.87 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
Image GenerationonPIE-Bench
CLIPSIM· 2022-11-17
24.75
best: 27.33 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
Image GenerationonPIE-Bench
Structure Distance· 2022-11-17
13.44
best: 70.9 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794

Natural Language Processing4 results

Text-to-Image GenerationonPIE-Bench
Background LPIPS· 2022-11-17
60.67
best: 9.92 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
Text-to-Image GenerationonPIE-Bench
Background PSNR· 2022-11-17
27.03
best: 35.87 (KV-Edit)
SOTA
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
Text-to-Image GenerationonPIE-Bench
CLIPSIM· 2022-11-17
24.75
best: 27.33 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794
Text-to-Image GenerationonPIE-Bench
Structure Distance· 2022-11-17
13.44
best: 70.9 (FireFlow (Add Q))
Null-text Inversion for Editing Real Images using Guided Diffusion Models arXiv:2211.09794