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Models/AWR

AWR

Reported on 31 benchmarks across 6 tasks · 2 papers · 26 SOTA

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

Computer Vision10 results

HandonMSRA Hands
Average 3D Error· 2020-07-19
7.15
best: 7.13 (TriHorn-Net)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
HandonICVL Hands
Average 3D Error· 2020-07-19
5.98
best: 4.79 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
HandonNYU Hands
Average 3D Error· 2020-07-19
7.48
best: 6.4 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
HandonHANDS 2017
Average 3D Error· 2020-07-19
7.48
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Pose EstimationonMSRA Hands
Average 3D Error· 2020-07-19
7.15
best: 7.13 (TriHorn-Net)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Pose EstimationonICVL Hands
Average 3D Error· 2020-07-19
5.98
best: 4.79 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Pose EstimationonNYU Hands
Average 3D Error· 2020-07-19
7.48
best: 6.4 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Pose EstimationonHANDS 2017
Average 3D Error· 2020-07-19
7.48
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
HandonHANDS 2019
Average 3D Error· 2020-07-19
13.76
best: 12.51 (Ours-15views)
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Pose EstimationonHANDS 2019
Average 3D Error· 2020-07-19
13.76
best: 12.51 (Ours-15views)
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590

Playing Games6 results

OpenAI GymonHalfCheetah-v2
Mean Reward· 2019-10-01
9136
best: 9571.99 (TLA)
SOTA
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning arXiv:1910.00177
OpenAI GymonHumanoid-v2
Average Return· 2019-10-01
4996
SOTA
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning arXiv:1910.00177
OpenAI GymonAnt-v2
Mean Reward· 2019-10-01
5067
best: 5163.54 (TLA)
SOTA
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning arXiv:1910.00177
OpenAI GymonWalker2d-v2
Mean Reward· 2019-10-01
5813
SOTA
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning arXiv:1910.00177
OpenAI GymonHopper-v2
Mean Reward· 2019-10-01
3405
best: 3458.22 (TLA)
SOTA
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning arXiv:1910.00177
OpenAI GymonLunarLander-v2
Average Return· 2019-10-01
229
best: 272.14 (Oblique decision tree)
SOTA
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning arXiv:1910.00177

Graphs5 results

Hand Pose EstimationonMSRA Hands
Average 3D Error· 2020-07-19
7.15
best: 7.13 (TriHorn-Net)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Hand Pose EstimationonICVL Hands
Average 3D Error· 2020-07-19
5.98
best: 4.79 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Hand Pose EstimationonNYU Hands
Average 3D Error· 2020-07-19
7.48
best: 6.4 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Hand Pose EstimationonHANDS 2017
Average 3D Error· 2020-07-19
7.48
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
Hand Pose EstimationonHANDS 2019
Average 3D Error· 2020-07-19
13.76
best: 12.51 (Ours-15views)
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590

Methodology5 results

3DonMSRA Hands
Average 3D Error· 2020-07-19
7.15
best: 7.13 (TriHorn-Net)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
3DonICVL Hands
Average 3D Error· 2020-07-19
5.98
best: 4.79 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
3DonNYU Hands
Average 3D Error· 2020-07-19
7.48
best: 6.4 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
3DonHANDS 2017
Average 3D Error· 2020-07-19
7.48
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
3DonHANDS 2019
Average 3D Error· 2020-07-19
13.76
best: 12.51 (Ours-15views)
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590

Audio5 results

1 Image, 2*2 StitchionMSRA Hands
Average 3D Error· 2020-07-19
7.15
best: 7.13 (TriHorn-Net)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
1 Image, 2*2 StitchionICVL Hands
Average 3D Error· 2020-07-19
5.98
best: 4.79 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
1 Image, 2*2 StitchionNYU Hands
Average 3D Error· 2020-07-19
7.48
best: 6.4 (Virtual View Selection)
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
1 Image, 2*2 StitchionHANDS 2017
Average 3D Error· 2020-07-19
7.48
SOTA
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590
1 Image, 2*2 StitchionHANDS 2019
Average 3D Error· 2020-07-19
13.76
best: 12.51 (Ours-15views)
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation arXiv:2007.09590