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Models/DDIM Inversion+Pix2Pix-Zero

DDIM Inversion+Pix2Pix-Zero

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 generationonPIE-Bench
Background LPIPS· 2023-02-06
172.22
best: 9.92 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
10-shot image generationonPIE-Bench
Background PSNR· 2023-02-06
20.44
best: 35.87 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
10-shot image generationonPIE-Bench
CLIPSIM· 2023-02-06
22.8
best: 27.33 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027
10-shot image generationonPIE-Bench
Structure Distance· 2023-02-06
61.68
best: 70.9 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027
1 Image, 2*2 StitchionPIE-Bench
Background LPIPS· 2023-02-06
172.22
best: 9.92 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
1 Image, 2*2 StitchionPIE-Bench
Background PSNR· 2023-02-06
20.44
best: 35.87 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
1 Image, 2*2 StitchionPIE-Bench
CLIPSIM· 2023-02-06
22.8
best: 27.33 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027
1 Image, 2*2 StitchionPIE-Bench
Structure Distance· 2023-02-06
61.68
best: 70.9 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027

Medical4 results

Image GenerationonPIE-Bench
Background LPIPS· 2023-02-06
172.22
best: 9.92 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
Image GenerationonPIE-Bench
Background PSNR· 2023-02-06
20.44
best: 35.87 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
Image GenerationonPIE-Bench
CLIPSIM· 2023-02-06
22.8
best: 27.33 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027
Image GenerationonPIE-Bench
Structure Distance· 2023-02-06
61.68
best: 70.9 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027

Natural Language Processing4 results

Text-to-Image GenerationonPIE-Bench
Background LPIPS· 2023-02-06
172.22
best: 9.92 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
Text-to-Image GenerationonPIE-Bench
Background PSNR· 2023-02-06
20.44
best: 35.87 (KV-Edit)
Zero-shot Image-to-Image Translation arXiv:2302.03027
Text-to-Image GenerationonPIE-Bench
CLIPSIM· 2023-02-06
22.8
best: 27.33 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027
Text-to-Image GenerationonPIE-Bench
Structure Distance· 2023-02-06
61.68
best: 70.9 (FireFlow (Add Q))
Zero-shot Image-to-Image Translation arXiv:2302.03027