User Study
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
User Study RGB Textures (30 users ranking)
3.45Front Texture Score
4
User Study Surface Normals (30 users ranking)
3.127Front Geometry Score
4
User Study 12 stylized scenes
1.55Average Rank
4
User Study
4.04Quality Score
4
User Study 7 concepts
67.5Attribute Personalization Accuracy
4
User Study 22 prompts (evaluation)
3.74Rating Score
4
User Study Publicly available samples from closed-source models
80Photorealism
4
User Study Mask Quality (test)
92.04Win Rate
4
User Study
80Multi-Conditioning
4
User Study
85.2Quality
4
User Study (Three Subjects)
79.2Text Alignment
4
User Study Face Videos (test)
3.78VQ
4
User Study 10 stylization sequences
1.73Average Rank
4
User Study
1.43Average Ranking
4
User Study
1.39Average Ranking
4
User Study (test)
48.33Quality (Bangs)
4
User Study
3.42Identity Alignment
4
User Study Face Manipulation
62.25Accuracy
4
User Study 20 reconstruction sets
100Geometric Details
3
User Study 40 fine-tuned examples
74.4Preference Proportion
3
User Study Overall
75.5Visual Quality Score
3
User Study
2.2Reasonability Score
3
User Study (82 participants)
74.4Visual Quality (Ours)
3
User Study
36.22Visual Quality
3
User Study 40 prompts (test)
37.5Win Rate
3