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Models/RingNet

RingNet

Reported on 35 benchmarks across 5 tasks · 1 paper · 10 SOTA

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

Computer Vision14 results

Face ReconstructiononStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.08
best: 1.91 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Face ReconstructiononStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.02
best: 1.89 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.08
best: 1.91 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.02
best: 1.89 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Face ReconstructiononREALY
all· 2019-05-16
2.258
best: 2.953 (N-3DMM)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Face ReconstructiononNoW Benchmark
Mean Reconstruction Error (mm)· 2019-05-16
1.53
best: 1.01 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Face ReconstructiononNoW Benchmark
Median Reconstruction Error· 2019-05-16
1.21
best: 0.81 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Face ReconstructiononNoW Benchmark
Stdev Reconstruction Error (mm)· 2019-05-16
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Face ReconstructiononREALY (side-view)
all· 2019-05-16
2.256
best: 2.476 (ExpNet)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononREALY
all· 2019-05-16
2.258
best: 2.953 (N-3DMM)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononNoW Benchmark
Mean Reconstruction Error (mm)· 2019-05-16
1.53
best: 1.01 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononNoW Benchmark
Median Reconstruction Error· 2019-05-16
1.21
best: 0.81 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononNoW Benchmark
Stdev Reconstruction Error (mm)· 2019-05-16
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ReconstructiononREALY (side-view)
all· 2019-05-16
2.256
best: 2.476 (ExpNet)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817

Music7 results

Facial Recognition and ModellingonStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.08
best: 1.91 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Facial Recognition and ModellingonStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.02
best: 1.89 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Facial Recognition and ModellingonREALY
all· 2019-05-16
2.258
best: 2.953 (N-3DMM)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Facial Recognition and ModellingonNoW Benchmark
Mean Reconstruction Error (mm)· 2019-05-16
1.53
best: 1.01 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Facial Recognition and ModellingonNoW Benchmark
Median Reconstruction Error· 2019-05-16
1.21
best: 0.81 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Facial Recognition and ModellingonNoW Benchmark
Stdev Reconstruction Error (mm)· 2019-05-16
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
Facial Recognition and ModellingonREALY (side-view)
all· 2019-05-16
2.256
best: 2.476 (ExpNet)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817

Methodology7 results

3DonStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.08
best: 1.91 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3DonStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.02
best: 1.89 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3DonREALY
all· 2019-05-16
2.258
best: 2.953 (N-3DMM)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3DonNoW Benchmark
Mean Reconstruction Error (mm)· 2019-05-16
1.53
best: 1.01 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3DonNoW Benchmark
Median Reconstruction Error· 2019-05-16
1.21
best: 0.81 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3DonNoW Benchmark
Stdev Reconstruction Error (mm)· 2019-05-16
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3DonREALY (side-view)
all· 2019-05-16
2.256
best: 2.476 (ExpNet)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817

Medical7 results

3D Face ModellingonStirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.08
best: 1.91 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ModellingonStirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)· 2019-05-16
2.02
best: 1.89 (DECA)
SOTA
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ModellingonREALY
all· 2019-05-16
2.258
best: 2.953 (N-3DMM)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ModellingonNoW Benchmark
Mean Reconstruction Error (mm)· 2019-05-16
1.53
best: 1.01 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ModellingonNoW Benchmark
Median Reconstruction Error· 2019-05-16
1.21
best: 0.81 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ModellingonNoW Benchmark
Stdev Reconstruction Error (mm)· 2019-05-16
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817
3D Face ModellingonREALY (side-view)
all· 2019-05-16
2.256
best: 2.476 (ExpNet)
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision arXiv:1905.06817