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User Study

Benchmarks

Task NameDataset NameSOTA ResultTrend
Single-object 4D Motion GenerationUser Study Single-object 4D Motion Generation 1.0 (test)
Prompt Alignment47
36
Image EditingUser Study 100 images (test)
User Selection Rate94.3
32
Image Style TransferUser Study
Overall Quality Score83.9
30
Talking head synthesisUser Study
Lip Sync Quality4.46
18
Qualitative Interface ComparisonUser Study (N=24) (between-subjects)
Mentions10
17
Image PersonalizationUser Study Personalization Tasks
Concept Preservation (CP)95.3
17
Task-Oriented Robot-Human HandoverUser Study Franka Panda
Failure Rate37
16
Image InpaintingUser Study 40 random images (test)
UOM1.6
12
Text AlignmentUser Study
Average Ranking1.54
12
Facial ReconstructionUser Study
ID Consistency4.85
10
Subjective Image Quality AssessmentUser Study (test)
Average Rank1.17
10
Style TransferUser Study 10 content images, 8 style images (test)
Style Score54.6
9
Visual DubbingUser Study
Realism4.4
9
Character AnimationUser Study 20 identities and 20 driving videos (test)
Video Quality0.9
9
Human Video GenerationUser Study
Motion Quality30.26
8
Indoor Scene SynthesisUser Study
Visual Quality4.1
8
Identity-consistent video generationUser Study 15 identities
Face Similarity Score3.837
8
Speech-Preserving Facial Expression ManipulationUser Study (test)
Realism65
8
Geometric Image EditingUser Study 1.0 (test)
Move Count384
8
Text-to-3DUser Study 68 text-to-3D cases Human Evaluation
Selection Count905
8
Coarse-grained attribute bindingUser Study 10 prompts (test)
User Preference Frequency92.6
8
Video GenerationUser study (test)
Video Quality Score49.23
8
HDR content generationUser Study (test)
User Preference Score94.52
8
Image-to-3D GenerationUser Study (test)
Multi-view Consistency9.26
8
3D Human GenerationUser Study 30 prompts
Q1 Best Preference Rate78
8
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