Machine Learning for Sport Pose Analysis

Machine Learning for Sport Pose Analysis

Pose Estimation

• Pose Estimation in Jetson Device Blog

Sport Pose Analysis

• Badminton Pose Analysis
• Action Dataset (Tennis and Badminton)
• Ref-1
• Ref-2
• Ref-3
• Ref-4
• Ref-5
• Ref-6
• Ref-7
• Ref-8

Pose Estimation

Methods

• HRNet
• OpenPose
• HigherHRNet
• Smiple Baselines
• Alphapose
• Densepose
• Personlab

Datasets

• COCO (Common Objects in Context)

  • Benchmark; Images from Flickr

• MPII Human Pose (body_25)

  • 25k images, 40k people, 401 human activities, extracted from YouTube videos

• Leeds Sports Pose

  • 2k images of mostly Sports from Flickr

• Frames Labeled in Cinema (FLIC)

  • 5003 Images from movies labeled by Amazon Mechanical Turk
• FLIC Plus by Jon Tompson

• Human3.6M

  • 3D Single Person

• HumanEva

  • 7 videos with 3D body poses, 4 subjects, 6 common actions

• SURREAL

  • 6m frames of Synthetic Humans
• Panoptic
• Basketball Pose Analysis