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UVCBench

Benchmarks

Task NameDataset NameSOTA ResultTrend
Flow-guided Video GenerationUVCBench FirstFrame
Aesthetic Quality65.92
6
Depth-guided Video GenerationUVCBench FirstFrame
Aesthetic Quality70.07
6
Reference-to-Video GenerationUVCBench
Aesthetic Quality0.697
5
Pose-conditioned Video GenerationUVCBench
Aesthetic Quality64.99
5
Depth-conditioned Video GenerationUVCBench
Aesthetic Quality64.5
5
Video OutpaintingUVCBench
Aesthetic Quality63.18
4
Scribble-conditioned Video GenerationUVCBench
Aesthetic Quality55.7
4
Flow-conditioned Video GenerationUVCBench
Aesthetic Quality63.86
4
Video ExtensionUVCBench
Aesthetic Quality58.93
3
Grayscale-conditioned Video GenerationUVCBench
Aesthetic Quality63.76
3
Grey-guided Video GenerationUVCBench Reference
Aesthetic Quality72
3
Scribble-guided Video GenerationUVCBench Reference
Aesthetic Quality65.57
3
Pose-guided Video GenerationUVCBench (Reference)
Aesthetic Quality71.05
3
Grey-guided Video GenerationUVCBench FirstFrame
Aesthetic Quality69.08
3
Scribble-guided Video GenerationUVCBench FirstFrame
Aesthetic Quality58.26
3
Pose-guided Video GenerationUVCBench FirstFrame
Aesthetic Quality66.66
3
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