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Models/DECA

DECA

Reported on 25 benchmarks across 5 tasks · 1 paper · 25 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision10 results

Face ReconstructiononStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.91
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Face ReconstructiononStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.89
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Face ReconstructiononNoW Benchmark
Mean Reconstruction Error (mm)· 2020-12-07
1.38
best: 1.01 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Face ReconstructiononNoW Benchmark
Median Reconstruction Error· 2020-12-07
1.09
best: 0.81 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Face ReconstructiononNoW Benchmark
Stdev Reconstruction Error (mm)· 2020-12-07
1.18
best: 0.84 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ReconstructiononStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.91
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ReconstructiononStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.89
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ReconstructiononNoW Benchmark
Mean Reconstruction Error (mm)· 2020-12-07
1.38
best: 1.01 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ReconstructiononNoW Benchmark
Median Reconstruction Error· 2020-12-07
1.09
best: 0.81 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ReconstructiononNoW Benchmark
Stdev Reconstruction Error (mm)· 2020-12-07
1.18
best: 0.84 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012

Music5 results

Facial Recognition and ModellingonStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.91
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Facial Recognition and ModellingonStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.89
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Facial Recognition and ModellingonNoW Benchmark
Mean Reconstruction Error (mm)· 2020-12-07
1.38
best: 1.01 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Facial Recognition and ModellingonNoW Benchmark
Median Reconstruction Error· 2020-12-07
1.09
best: 0.81 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
Facial Recognition and ModellingonNoW Benchmark
Stdev Reconstruction Error (mm)· 2020-12-07
1.18
best: 0.84 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012

Methodology5 results

3DonStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.91
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3DonStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.89
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3DonNoW Benchmark
Mean Reconstruction Error (mm)· 2020-12-07
1.38
best: 1.01 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3DonNoW Benchmark
Median Reconstruction Error· 2020-12-07
1.09
best: 0.81 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3DonNoW Benchmark
Stdev Reconstruction Error (mm)· 2020-12-07
1.18
best: 0.84 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012

Medical5 results

3D Face ModellingonStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.91
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ModellingonStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2020-12-07
1.89
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ModellingonNoW Benchmark
Mean Reconstruction Error (mm)· 2020-12-07
1.38
best: 1.01 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ModellingonNoW Benchmark
Median Reconstruction Error· 2020-12-07
1.09
best: 0.81 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012
3D Face ModellingonNoW Benchmark
Stdev Reconstruction Error (mm)· 2020-12-07
1.18
best: 0.84 (DenseLandmarks (Multi-view))
SOTA
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images arXiv:2012.04012