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Concept Customization on DreamBenchCC Instance
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81
CLIP-I Score (target)
PureCC
61.24
66.37
71.5
76.63
Mar 8, 2026
CLIP-I Score (target)
Delta CLIP-T (base)
Delta HPSv2.1
Delta PickScore
Segmentation Consistency (Seg-Cons)
DINO Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
CLIP-I Score (target)
Delta CLIP-T (base)
Delta HPSv2.1
Delta PickScore
Segmentation Consistency (Seg-Cons)
DINO Score
PureCC
Tuning Protocol=Fine-t...
2026.03
81
-0.31
0.1
-0.67
69.37
73
CIFC
Tuning Protocol=Fine-t...
2026.03
78
-1.93
-1.62
-2.08
13.23
65
Mix-of-Show
Tuning Protocol=Fine-t...
2026.03
72
-2.71
-1.08
-2.63
15.72
61
DreamO
Tuning Protocol=Tuning...
2026.03
71
-
-
-
-
67
UNO
Tuning Protocol=Tuning...
2026.03
69
-
-
-
-
62
Dreambooth
Tuning Protocol=Fine-t...
2026.03
63
-4.81
-2.17
-3.9
18.38
62
Dreambooth + EWC
Tuning Protocol=Fine-t...
2026.03
62
-4.17
-2.2
-3.16
26.37
61
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