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Models/PixelwiseRegression

PixelwiseRegression

Reported on 20 benchmarks across 5 tasks · 1 paper · 5 SOTA

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

Computer Vision8 results

HandonICVL Hands
Average 3D Error· 2019-05-06
6.152
best: 4.79 (Virtual View Selection)
SOTA
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Pose EstimationonICVL Hands
Average 3D Error· 2019-05-06
6.152
best: 4.79 (Virtual View Selection)
SOTA
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
HandonMSRA Hands
Average 3D Error· 2019-05-06
7.985
best: 7.13 (TriHorn-Net)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
HandonNYU Hands
Average 3D Error· 2019-05-06
9.173
best: 6.4 (Virtual View Selection)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
HandonHANDS 2017
Average 3D Error· 2019-05-06
10.57
best: 7.48 (AWR)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Pose EstimationonMSRA Hands
Average 3D Error· 2019-05-06
7.985
best: 7.13 (TriHorn-Net)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Pose EstimationonNYU Hands
Average 3D Error· 2019-05-06
9.173
best: 6.4 (Virtual View Selection)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Pose EstimationonHANDS 2017
Average 3D Error· 2019-05-06
10.57
best: 7.48 (AWR)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085

Graphs4 results

Hand Pose EstimationonICVL Hands
Average 3D Error· 2019-05-06
6.152
best: 4.79 (Virtual View Selection)
SOTA
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Hand Pose EstimationonMSRA Hands
Average 3D Error· 2019-05-06
7.985
best: 7.13 (TriHorn-Net)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Hand Pose EstimationonNYU Hands
Average 3D Error· 2019-05-06
9.173
best: 6.4 (Virtual View Selection)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
Hand Pose EstimationonHANDS 2017
Average 3D Error· 2019-05-06
10.57
best: 7.48 (AWR)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085

Methodology4 results

3DonICVL Hands
Average 3D Error· 2019-05-06
6.152
best: 4.79 (Virtual View Selection)
SOTA
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
3DonMSRA Hands
Average 3D Error· 2019-05-06
7.985
best: 7.13 (TriHorn-Net)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
3DonNYU Hands
Average 3D Error· 2019-05-06
9.173
best: 6.4 (Virtual View Selection)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
3DonHANDS 2017
Average 3D Error· 2019-05-06
10.57
best: 7.48 (AWR)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085

Audio4 results

1 Image, 2*2 StitchionICVL Hands
Average 3D Error· 2019-05-06
6.152
best: 4.79 (Virtual View Selection)
SOTA
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
1 Image, 2*2 StitchionMSRA Hands
Average 3D Error· 2019-05-06
7.985
best: 7.13 (TriHorn-Net)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
1 Image, 2*2 StitchionNYU Hands
Average 3D Error· 2019-05-06
9.173
best: 6.4 (Virtual View Selection)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085
1 Image, 2*2 StitchionHANDS 2017
Average 3D Error· 2019-05-06
10.57
best: 7.48 (AWR)
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder arXiv:1905.02085