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Models/DDIM Inversion+Plug-and-Play

DDIM Inversion+Plug-and-Play

Reported on 16 benchmarks across 4 tasks · 1 paper · 4 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
CLIPSIM· 2022-11-22
25.41
best: 27.33 (FireFlow (Add Q))
SOTA
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
1 Image, 2*2 StitchionPIE-Bench
CLIPSIM· 2022-11-22
25.41
best: 27.33 (FireFlow (Add Q))
SOTA
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
10-shot image generationonPIE-Bench
Background LPIPS· 2022-11-22
113.46
best: 9.92 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
10-shot image generationonPIE-Bench
Background PSNR· 2022-11-22
22.28
best: 35.87 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
10-shot image generationonPIE-Bench
Structure Distance· 2022-11-22
28.22
best: 70.9 (FireFlow (Add Q))
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
1 Image, 2*2 StitchionPIE-Bench
Background LPIPS· 2022-11-22
113.46
best: 9.92 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
1 Image, 2*2 StitchionPIE-Bench
Background PSNR· 2022-11-22
22.28
best: 35.87 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
1 Image, 2*2 StitchionPIE-Bench
Structure Distance· 2022-11-22
28.22
best: 70.9 (FireFlow (Add Q))
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572

Medical4 results

Image GenerationonPIE-Bench
CLIPSIM· 2022-11-22
25.41
best: 27.33 (FireFlow (Add Q))
SOTA
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
Image GenerationonPIE-Bench
Background LPIPS· 2022-11-22
113.46
best: 9.92 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
Image GenerationonPIE-Bench
Background PSNR· 2022-11-22
22.28
best: 35.87 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
Image GenerationonPIE-Bench
Structure Distance· 2022-11-22
28.22
best: 70.9 (FireFlow (Add Q))
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572

Natural Language Processing4 results

Text-to-Image GenerationonPIE-Bench
CLIPSIM· 2022-11-22
25.41
best: 27.33 (FireFlow (Add Q))
SOTA
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
Text-to-Image GenerationonPIE-Bench
Background LPIPS· 2022-11-22
113.46
best: 9.92 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
Text-to-Image GenerationonPIE-Bench
Background PSNR· 2022-11-22
22.28
best: 35.87 (KV-Edit)
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572
Text-to-Image GenerationonPIE-Bench
Structure Distance· 2022-11-22
28.22
best: 70.9 (FireFlow (Add Q))
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation arXiv:2211.12572