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Benchmarks
Subject-driven image generation on DreamBooth (SC, PA, PQ, FID, CLIP)
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7.05
Subject Consistency (SC)
Ours (ISP)
3.93
4.74
5.55
6.36
May 20, 2026
Subject Consistency (SC)
Perceptual Alignment (PA)
Perceptual Quality (PQ)
Fréchet Inception Distance (FID)
CLIP Score
Updated 13d ago
Evaluation Results
Method
Method
Links
Subject Consistency (SC)
Perceptual Alignment (PA)
Perceptual Quality (PQ)
Fréchet Inception Distance (FID)
CLIP Score
Ours (ISP)
Base model=FLUX.1-dev...
2026.05
7.05
7.15
6.93
78.12
0.82
OminiControl
Base model=FLUX.1-dev...
2026.05
6.05
6.88
6.45
102.12
0.767
SSR-Encoder
Base model=FLUX.1-dev...
2026.05
5.12
6.33
5.43
128.12
0.68
IP-Adapter
Base model=FLUX.1-dev...
2026.05
4.05
6.12
5.01
144.51
0.607
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