Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/A2J

A2J

Reported on 39 benchmarks across 7 tasks · 1 paper · 26 SOTA

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

Computer Vision16 results

Depth EstimationonNYU-Depth V2
mAP· 2019-08-27
8.61
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
HandonK2HPD
PDJ@5mm· 2019-08-27
76.3
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
HandonICVL Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
HandonNYU Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
HandonHANDS 2017
Average 3D Error· 2019-08-27
8.57
best: 7.48 (AWR)
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonK2HPD
FPS· 2019-08-27
93.78
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonK2HPD
PDJ@5mm· 2019-08-27
76.3
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonICVL Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonNYU Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonHANDS 2017
Average 3D Error· 2019-08-27
8.57
best: 7.48 (AWR)
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3D Pose EstimationonK2HPD
FPS· 2019-08-27
93.78
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
HandonICVL Hands
Average 3D Error· 2019-08-27
6.461
best: 4.79 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
HandonNYU Hands
Average 3D Error· 2019-08-27
8.61
best: 6.4 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose Estimationon ITOP front-view
Mean mAP· 2019-08-27
88
best: 93.38 (AdaPose)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonICVL Hands
Average 3D Error· 2019-08-27
6.461
best: 4.79 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Pose EstimationonNYU Hands
Average 3D Error· 2019-08-27
8.61
best: 6.4 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999

Methodology9 results

3DonK2HPD
FPS· 2019-08-27
93.78
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonK2HPD
PDJ@5mm· 2019-08-27
76.3
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonICVL Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonNYU Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonHANDS 2017
Average 3D Error· 2019-08-27
8.57
best: 7.48 (AWR)
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonNYU-Depth V2
mAP· 2019-08-27
8.61
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3Don ITOP front-view
Mean mAP· 2019-08-27
88
best: 93.38 (AdaPose)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonICVL Hands
Average 3D Error· 2019-08-27
6.461
best: 4.79 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
3DonNYU Hands
Average 3D Error· 2019-08-27
8.61
best: 6.4 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999

Audio8 results

1 Image, 2*2 StitchionK2HPD
FPS· 2019-08-27
93.78
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 StitchionK2HPD
PDJ@5mm· 2019-08-27
76.3
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 StitchionICVL Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 StitchionNYU Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 StitchionHANDS 2017
Average 3D Error· 2019-08-27
8.57
best: 7.48 (AWR)
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 Stitchion ITOP front-view
Mean mAP· 2019-08-27
88
best: 93.38 (AdaPose)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 StitchionICVL Hands
Average 3D Error· 2019-08-27
6.461
best: 4.79 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
1 Image, 2*2 StitchionNYU Hands
Average 3D Error· 2019-08-27
8.61
best: 6.4 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999

Graphs6 results

Hand Pose EstimationonK2HPD
PDJ@5mm· 2019-08-27
76.3
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Hand Pose EstimationonICVL Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Hand Pose EstimationonNYU Hands
FPS· 2019-08-27
105.06
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Hand Pose EstimationonHANDS 2017
Average 3D Error· 2019-08-27
8.57
best: 7.48 (AWR)
SOTA
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Hand Pose EstimationonICVL Hands
Average 3D Error· 2019-08-27
6.461
best: 4.79 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999
Hand Pose EstimationonNYU Hands
Average 3D Error· 2019-08-27
8.61
best: 6.4 (Virtual View Selection)
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image arXiv:1908.09999