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Models/KPT-Transformer

KPT-Transformer

Reported on 24 benchmarks across 6 tasks · 1 paper · 6 SOTA

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

Computer Vision12 results

HandonHO-3D v3
AUC_J· 2021-04-29
0.785
best: 0.861 (Hamba)
SOTA
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Pose EstimationonHO-3D v3
AUC_J· 2021-04-29
0.785
best: 0.861 (Hamba)
SOTA
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3D Hand Pose EstimationonHO-3D v3
AUC_J· 2021-04-29
0.785
best: 0.861 (Hamba)
SOTA
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
HandonHO-3D v3
PA-MPJPE· 2021-04-29
10.9
best: 11.5 (S2HAND)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
HandonHO-3D v2
AUC_J· 2021-04-29
0.786
best: 0.863 (ExtPose (T=16))
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
HandonHO-3D v2
PA-MPJPE (mm)· 2021-04-29
10.8
best: 12.5 (Pose2Mesh)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Pose EstimationonHO-3D v3
PA-MPJPE· 2021-04-29
10.9
best: 11.5 (S2HAND)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Pose EstimationonHO-3D v2
AUC_J· 2021-04-29
0.786
best: 0.863 (ExtPose (T=16))
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Pose EstimationonHO-3D v2
PA-MPJPE (mm)· 2021-04-29
10.8
best: 12.5 (Pose2Mesh)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3D Hand Pose EstimationonHO-3D v3
PA-MPJPE· 2021-04-29
10.9
best: 11.5 (S2HAND)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3D Hand Pose EstimationonHO-3D v2
AUC_J· 2021-04-29
0.786
best: 0.863 (ExtPose (T=16))
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3D Hand Pose EstimationonHO-3D v2
PA-MPJPE (mm)· 2021-04-29
10.8
best: 12.5 (Pose2Mesh)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639

Graphs4 results

Hand Pose EstimationonHO-3D v3
AUC_J· 2021-04-29
0.785
best: 0.861 (Hamba)
SOTA
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Hand Pose EstimationonHO-3D v3
PA-MPJPE· 2021-04-29
10.9
best: 11.5 (S2HAND)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Hand Pose EstimationonHO-3D v2
AUC_J· 2021-04-29
0.786
best: 0.863 (ExtPose (T=16))
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
Hand Pose EstimationonHO-3D v2
PA-MPJPE (mm)· 2021-04-29
10.8
best: 12.5 (Pose2Mesh)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639

Methodology4 results

3DonHO-3D v3
AUC_J· 2021-04-29
0.785
best: 0.861 (Hamba)
SOTA
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3DonHO-3D v3
PA-MPJPE· 2021-04-29
10.9
best: 11.5 (S2HAND)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3DonHO-3D v2
AUC_J· 2021-04-29
0.786
best: 0.863 (ExtPose (T=16))
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
3DonHO-3D v2
PA-MPJPE (mm)· 2021-04-29
10.8
best: 12.5 (Pose2Mesh)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639

Audio4 results

1 Image, 2*2 StitchionHO-3D v3
AUC_J· 2021-04-29
0.785
best: 0.861 (Hamba)
SOTA
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
1 Image, 2*2 StitchionHO-3D v3
PA-MPJPE· 2021-04-29
10.9
best: 11.5 (S2HAND)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
1 Image, 2*2 StitchionHO-3D v2
AUC_J· 2021-04-29
0.786
best: 0.863 (ExtPose (T=16))
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639
1 Image, 2*2 StitchionHO-3D v2
PA-MPJPE (mm)· 2021-04-29
10.8
best: 12.5 (Pose2Mesh)
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose Estimation arXiv:2104.14639