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Models/Cross Dataset Generalization

Cross Dataset Generalization

Reported on 12 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision6 results

3D Human Pose EstimationonSurreal
PCK· uses extra data· 2020-04-07
97.3
SOTA
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
Pose EstimationonSurreal
PCK· uses extra data· 2020-04-07
97.3
SOTA
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
3D Human Pose EstimationonSurreal
MPJPE· uses extra data· 2020-04-07
37.1
best: 64.4 (self-supervised mocap)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
3D Human Pose EstimationonGeometric Pose Affordance
MPJPE· 2020-04-07
53.3
best: 94.1 (ResNet-F)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
Pose EstimationonSurreal
MPJPE· uses extra data· 2020-04-07
37.1
best: 64.4 (self-supervised mocap)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
Pose EstimationonGeometric Pose Affordance
MPJPE· 2020-04-07
53.3
best: 94.1 (ResNet-F)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143

Methodology3 results

3DonSurreal
PCK· uses extra data· 2020-04-07
97.3
SOTA
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
3DonSurreal
MPJPE· uses extra data· 2020-04-07
37.1
best: 64.4 (self-supervised mocap)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
3DonGeometric Pose Affordance
MPJPE· 2020-04-07
53.3
best: 94.1 (ResNet-F)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143

Audio3 results

1 Image, 2*2 StitchionSurreal
PCK· uses extra data· 2020-04-07
97.3
SOTA
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
1 Image, 2*2 StitchionSurreal
MPJPE· uses extra data· 2020-04-07
37.1
best: 64.4 (self-supervised mocap)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143
1 Image, 2*2 StitchionGeometric Pose Affordance
MPJPE· 2020-04-07
53.3
best: 94.1 (ResNet-F)
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation arXiv:2004.03143