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