Football Computer Vision Work

Computer Vision work for football

Pose Estimation

Work inspiration/Idea built on:

KAPAO: https://github.com/wmcnally/kapao
Open Pose: https://cv-tricks.com/pose-estimation/using-deep-learning-in-opencv/

Video Samples:

Best to find videos where the QB is head on; doesn't work too well when the back is facing the camera Tom Brady Youtube video: https://www.youtube.com/watch?v=sJsq5uP7IjI

Output Sample

Anthony Richardson - 2023 Combine

IMG_2878.mov

Will Levis - 2023 Combine

IMG_2885.mov

Tom Brady (original video)

tom_brady_combine.mov

QB Pose Estimation w/ Angle & Throw Classification (Malik Willis)

malik_pose.mov

Code: https://github.com/qmaclean/computer_vision_private

Kenny Pickett w/ Arm, Knee, Footwork Classification/Measurements

Kenny_Pickett_pose.mov

Comparing QB mechanics

Justin Fields Mechanics Improvement

JF.mov

Trey Lance Throwing Mechanics during OTAs

Marcus Mariota

IMG_2060.mov

Justin Herbet (new CV Dashboard)

IMG_2207.mov

Reference for QB Mechanics: https://volswire.usatoday.com/lists/how-josh-heupel-and-his-staff-teach-quarterback-footwork-fundamentals-and-stance/
https://usafootball.com/coaches-notes/view/3775/quarterback-basics-passing-mechanics
https://footballuniversity.org/technique-quarterback-throwing-motion-proper-mechanics/

Object Detection

Reference: https://github.com/ridouaneg/DeepFootballAnalysis

DE Mechanics & Speed Calculation

IMG_1712.mov

Walker.mov

WR Athleticism Detection

George Pickens

IMG_2254.mov

Kadarius Toney

IMG_2274.mov

CMC

IMG_2288.mov