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Replace Object on Instructional Video Editing Benchmark
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9.38
Spatial Alignment (SA)
ReCo
1.5904
3.6127
5.635
7.6573
Dec 19, 2025
Spatial Alignment (SA)
Preservation Score (SP)
Consistency Score (CP)
Appearance Naturalness (AN)
Similarity Score (SN)
Mask Quality (MN)
Visual Fidelity (VF)
Temporal Smoothness (TS)
Edge Score (ES)
Spatio-Temporal Alignment (SEA)
Structure Viewpoint Naturalness (SVN)
Structure Viewpoint Quality (SVQ)
Overall Score (S)
Updated 4d ago
Evaluation Results
Method
Method
Links
Spatial Alignment (SA)
Preservation Score (SP)
Consistency Score (CP)
Appearance Naturalness (AN)
Similarity Score (SN)
Mask Quality (MN)
Visual Fidelity (VF)
Temporal Smoothness (TS)
Edge Score (ES)
Spatio-Temporal Alignment (SEA)
Structure Viewpoint Naturalness (SVN)
Structure Viewpoint Quality (SVQ)
Overall Score (S)
ReCo
Base Architecture=Wan-...
2025.12
9.38
9.43
9.59
7.07
8.87
8.47
8.19
8.65
9.67
9.43
8.01
8.77
8.74
Lucy-Edit
2025.12
6.57
7.49
7.73
5.13
7.46
6.65
6.32
6.64
8.08
7.08
6.21
6.88
6.72
Ditto
2025.12
4.95
4.83
4.79
5.81
8.63
8.1
7.55
7.95
8.71
4.56
7.21
7.96
6.58
InsViE
2025.12
1.89
2.38
2.48
2.58
5.25
5.05
3.76
4
3.52
2.1
3.91
3.49
3.17
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