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FaceScape

Benchmarks

Task NameDataset NameSOTA ResultTrend
Multi-view 3D face reconstructionFaceScape (selected)
3D RMSE0.55
22
Novel Facial Expression SynthesisFaceScape (test)
Chamfer Distance0.0113
9
Scan-to-fittingFaceScape
3D NME0.21
7
Single-view 3D face reconstructionFaceScape lab
Chamfer Distance3.56
7
Single-view 3D face reconstructionFaceScape wild
CD2.91
7
3D Face Reconstruction and DecompositionFaceScape 10 views (sparse views)
PSNR27.64
6
3D Face Reconstruction and DecompositionFaceScape 5 views (sparse views)
PSNR26.73
6
3D Face Reconstruction and DecompositionFaceScape 3 views sparse views
PSNR26.02
6
Facial Geometry ReconstructionFaceScape Subject 2 Moderate Reflection
Chamfer Distance0.481
6
Facial Appearance ReconstructionFaceScape Subject 2 Moderate Reflection
PSNR31.87
6
Facial Geometry ReconstructionFaceScape Subject 1 (Rich Reflection)
Chamfer Distance0.447
6
Facial Appearance ReconstructionFaceScape Subject 1 (Rich Reflection)
PSNR31.25
6
Novel view synthesisFaceScape 98 (test)
LPIPS0.1653
5
Novel View SynthesisFaceScape (test)
LPIPS0.099
5
Facial Geometry ReconstructionFaceScape Subject 3 (Low Reflection)
Chamfer Distance0.533
5
Facial Appearance ReconstructionFaceScape Subject 3 (Low Reflection)
PSNR30.92
5
Novel facial expression synthesisFaceScape jaw_right expression (held-out)
LPIPS0.1693
4
3D Face ReconstructionFaceScape (test)
Chamfer Distance (mm)0.625
4
Multi-view 3D face reconstructionFaceScape 50 (test)
Median Error (mm)1.13
3
3D Face Texture ReconstructionFaceScape 20 scans
Mean L1 Loss0.205
3
3D Face ReconstructionFaceScape (20 scans)
Avg P2M Distance (mm)1.557
3
UV-map Illumination Quality AssessmentFacescape full dataset original
BS Error6.984
1
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