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Benchmarks
Amodal Completion on LAION (CLIP, LPIPS, SSIM, MAC)
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94.687
CLIP Image Score
PD-MC
88.45636
90.07393
91.6915
93.30907
Dec 24, 2025
CLIP Image Score
CLIP Text Score
LPIPS (Visual Consistency)
Feature Similarity
SSIM
MAC Completeness
MAC Consistency
Updated 4d ago
Evaluation Results
Method
Method
Links
CLIP Image Score
CLIP Text Score
LPIPS (Visual Consistency)
Feature Similarity
SSIM
MAC Completeness
MAC Consistency
PD-MC
2025.12
94.687
27.573
0.692
29.9
34.6
33.898
6.468
OWAAC
2025.12
90.795
28.123
0.319
65.7
75.1
63.841
7.734
Collaborative Multi-Agent Reasoning Framework
2025.12
89.939
27.966
0.337
83.7
75
74.011
8.118
Pix2gestalt
2025.12
88.696
27.26
0.467
52.7
69.1
41.242
6.903
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