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Models/DDIM Inversion+MasaCtrl

DDIM Inversion+MasaCtrl

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· 2023-04-17
106.62
best: 9.92 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
10-shot image generationonPIE-Bench
Background PSNR· 2023-04-17
22.17
best: 35.87 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
10-shot image generationonPIE-Bench
CLIPSIM· 2023-04-17
23.96
best: 27.33 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
10-shot image generationonPIE-Bench
Structure Distance· 2023-04-17
28.38
best: 70.9 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
1 Image, 2*2 StitchionPIE-Bench
Background LPIPS· 2023-04-17
106.62
best: 9.92 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
1 Image, 2*2 StitchionPIE-Bench
Background PSNR· 2023-04-17
22.17
best: 35.87 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
1 Image, 2*2 StitchionPIE-Bench
CLIPSIM· 2023-04-17
23.96
best: 27.33 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
1 Image, 2*2 StitchionPIE-Bench
Structure Distance· 2023-04-17
28.38
best: 70.9 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465

Medical4 results

Image GenerationonPIE-Bench
Background LPIPS· 2023-04-17
106.62
best: 9.92 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
Image GenerationonPIE-Bench
Background PSNR· 2023-04-17
22.17
best: 35.87 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
Image GenerationonPIE-Bench
CLIPSIM· 2023-04-17
23.96
best: 27.33 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
Image GenerationonPIE-Bench
Structure Distance· 2023-04-17
28.38
best: 70.9 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465

Natural Language Processing4 results

Text-to-Image GenerationonPIE-Bench
Background LPIPS· 2023-04-17
106.62
best: 9.92 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
Text-to-Image GenerationonPIE-Bench
Background PSNR· 2023-04-17
22.17
best: 35.87 (KV-Edit)
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
Text-to-Image GenerationonPIE-Bench
CLIPSIM· 2023-04-17
23.96
best: 27.33 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465
Text-to-Image GenerationonPIE-Bench
Structure Distance· 2023-04-17
28.38
best: 70.9 (FireFlow (Add Q))
MasaCtrl: Tuning-Free Mutual Self-Attention Control for Consistent Image Synthesis and Editing arXiv:2304.08465