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Models/SynergyNet

SynergyNet

Reported on 33 benchmarks across 7 tasks · 1 paper · 3 SOTA

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

Computer Vision13 results

Pose EstimationonAFLW2000
MAE· 2021-10-19
3.35
best: 3.15 (OpNet)
SOTA
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Face ReconstructiononREALY
all· 2021-10-19
2.021
best: 2.953 (N-3DMM)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Face ReconstructiononNoW Benchmark
Mean Reconstruction Error (mm)· 2021-10-19
1.59
best: 1.01 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Face ReconstructiononNoW Benchmark
Median Reconstruction Error· 2021-10-19
1.27
best: 0.81 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Face ReconstructiononNoW Benchmark
Stdev Reconstruction Error (mm)· 2021-10-19
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Face ReconstructiononREALY (side-view)
all· 2021-10-19
2.008
best: 2.476 (ExpNet)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Face ReconstructiononAFLW
Mean NME· 2021-10-19
4.06
best: 4.55 (3DDFA)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ReconstructiononREALY
all· 2021-10-19
2.021
best: 2.953 (N-3DMM)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ReconstructiononNoW Benchmark
Mean Reconstruction Error (mm)· 2021-10-19
1.59
best: 1.01 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ReconstructiononNoW Benchmark
Median Reconstruction Error· 2021-10-19
1.27
best: 0.81 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ReconstructiononNoW Benchmark
Stdev Reconstruction Error (mm)· 2021-10-19
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ReconstructiononREALY (side-view)
all· 2021-10-19
2.008
best: 2.476 (ExpNet)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ReconstructiononAFLW
Mean NME· 2021-10-19
4.06
best: 4.55 (3DDFA)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772

Methodology7 results

3DonAFLW2000
MAE· 2021-10-19
3.35
best: 3.15 (OpNet)
SOTA
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3DonREALY
all· 2021-10-19
2.021
best: 2.953 (N-3DMM)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3DonNoW Benchmark
Mean Reconstruction Error (mm)· 2021-10-19
1.59
best: 1.01 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3DonNoW Benchmark
Median Reconstruction Error· 2021-10-19
1.27
best: 0.81 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3DonNoW Benchmark
Stdev Reconstruction Error (mm)· 2021-10-19
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3DonREALY (side-view)
all· 2021-10-19
2.008
best: 2.476 (ExpNet)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3DonAFLW
Mean NME· 2021-10-19
4.06
best: 4.55 (3DDFA)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772

Music6 results

Facial Recognition and ModellingonAFLW
Mean NME· 2021-10-19
4.06
best: 4.55 (3DDFA)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Facial Recognition and ModellingonREALY
all· 2021-10-19
2.021
best: 2.953 (N-3DMM)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Facial Recognition and ModellingonNoW Benchmark
Mean Reconstruction Error (mm)· 2021-10-19
1.59
best: 1.01 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Facial Recognition and ModellingonNoW Benchmark
Median Reconstruction Error· 2021-10-19
1.27
best: 0.81 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Facial Recognition and ModellingonNoW Benchmark
Stdev Reconstruction Error (mm)· 2021-10-19
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
Facial Recognition and ModellingonREALY (side-view)
all· 2021-10-19
2.008
best: 2.476 (ExpNet)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772

Medical6 results

3D Face ModellingonAFLW
Mean NME· 2021-10-19
4.06
best: 4.55 (3DDFA)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ModellingonREALY
all· 2021-10-19
2.021
best: 2.953 (N-3DMM)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ModellingonNoW Benchmark
Mean Reconstruction Error (mm)· 2021-10-19
1.59
best: 1.01 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ModellingonNoW Benchmark
Median Reconstruction Error· 2021-10-19
1.27
best: 0.81 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ModellingonNoW Benchmark
Stdev Reconstruction Error (mm)· 2021-10-19
1.31
best: 0.84 (DenseLandmarks (Multi-view))
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772
3D Face ModellingonREALY (side-view)
all· 2021-10-19
2.008
best: 2.476 (ExpNet)
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772

Audio1 result

1 Image, 2*2 StitchionAFLW2000
MAE· 2021-10-19
3.35
best: 3.15 (OpNet)
SOTA
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry arXiv:2110.09772