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Reference-based Video Editing (Replace) on VIE-Bench
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9.77
Instruction Following
Ours
9.4268
9.5159
9.605
9.6941
Dec 18, 2025
Instruction Following
Source Preservation
Editing Quality
Subject Similarity
Avg VLM Score
CLIP Consistency
DINO Consistency
Pick Score
Frame-Text Alignment
Video-Text Alignment
Updated 1mo ago
Evaluation Results
Method
Method
Links
Instruction Following
Source Preservation
Editing Quality
Subject Similarity
Avg VLM Score
CLIP Consistency
DINO Consistency
Pick Score
Frame-Text Alignment
Video-Text Alignment
Ours
Category=Reference-bas...
2025.12
9.77
9.88
5.88
9.44
8.74
97.01
97.6
21.2
28.71
30.19
Runway
Category=Reference-bas...
2025.12
9.44
8.22
5.77
8.88
8.07
97.06
97.66
21.37
28.49
29.67
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