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/UniPose

UniPose

Reported on 24 benchmarks across 8 tasks · 2 papers · 13 SOTA

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

Computer Vision11 results

2D Pose EstimationonVinegar Fly
Mean PCK@0.2· uses extra data· 2023-10-12
99.9
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D Pose Estimationon300W
Mean PCK@0.2· uses extra data· 2023-10-12
99.4
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D Pose EstimationonMacaquePose
AP· uses extra data· 2023-10-12
79.4
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D Pose EstimationonDesert Locust
Mean PCK@0.2· uses extra data· 2023-10-12
99.9
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D Pose EstimationonAnimal Kingdom
Mean PCK@0.2· uses extra data· 2023-10-12
96.1
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D Pose EstimationonAnimal Kingdom
PCK@0.05· uses extra data· 2023-10-12
71.5
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
Pose EstimationonCOCO (Common Objects in Context)
AP· uses extra data· 2023-10-12
0.768
best: 79.5 (OmniPose (WASPv2))
X-Pose: Detecting Any Keypoints arXiv:2310.08530
Pose EstimationonAP-10K
AP· uses extra data· 2023-10-12
79.2
best: 82.4 (ViTPose+-H)
X-Pose: Detecting Any Keypoints arXiv:2310.08530
Animal Pose EstimationonAP-10K
AP· uses extra data· 2023-10-12
79.2
best: 82.4 (ViTPose+-H)
X-Pose: Detecting Any Keypoints arXiv:2310.08530
Multi-Person Pose EstimationonCOCO (Common Objects in Context)
AP· uses extra data· 2023-10-12
0.768
best: 0.792 (RSN)
X-Pose: Detecting Any Keypoints arXiv:2310.08530
Pose EstimationonMPII Human Pose
PCKh-0.5· 2020-01-22
92.7
best: 94.3 (PCT (swin-l, test set))
UniPose: Unified Human Pose Estimation in Single Images and Videos arXiv:2001.08095

Methodology9 results

2D ClassificationonVinegar Fly
Mean PCK@0.2· uses extra data· 2023-10-12
99.9
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D Classificationon300W
Mean PCK@0.2· uses extra data· 2023-10-12
99.4
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D ClassificationonMacaquePose
AP· uses extra data· 2023-10-12
79.4
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D ClassificationonDesert Locust
Mean PCK@0.2· uses extra data· 2023-10-12
99.9
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D ClassificationonAnimal Kingdom
Mean PCK@0.2· uses extra data· 2023-10-12
96.1
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
2D ClassificationonAnimal Kingdom
PCK@0.05· uses extra data· 2023-10-12
71.5
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530
3DonCOCO (Common Objects in Context)
AP· uses extra data· 2023-10-12
0.768
best: 79.5 (OmniPose (WASPv2))
X-Pose: Detecting Any Keypoints arXiv:2310.08530
3DonAP-10K
AP· uses extra data· 2023-10-12
79.2
best: 82.4 (ViTPose+-H)
X-Pose: Detecting Any Keypoints arXiv:2310.08530
3DonMPII Human Pose
PCKh-0.5· 2020-01-22
92.7
best: 94.3 (PCT (swin-l, test set))
UniPose: Unified Human Pose Estimation in Single Images and Videos arXiv:2001.08095

Audio3 results

1 Image, 2*2 StitchionCOCO (Common Objects in Context)
AP· uses extra data· 2023-10-12
0.768
best: 79.5 (OmniPose (WASPv2))
X-Pose: Detecting Any Keypoints arXiv:2310.08530
1 Image, 2*2 StitchionAP-10K
AP· uses extra data· 2023-10-12
79.2
best: 82.4 (ViTPose+-H)
X-Pose: Detecting Any Keypoints arXiv:2310.08530
1 Image, 2*2 StitchionMPII Human Pose
PCKh-0.5· 2020-01-22
92.7
best: 94.3 (PCT (swin-l, test set))
UniPose: Unified Human Pose Estimation in Single Images and Videos arXiv:2001.08095

Knowledge Base1 result

2D Human Pose EstimationonHuman-Art
AP· uses extra data· 2023-10-12
0.759
SOTA
X-Pose: Detecting Any Keypoints arXiv:2310.08530