Reference Pose Estimator

The Keras CNN provided in the DHP19 reference code estimates the 13 joint positions.

Example videos of pose estimation

Each video shows the ground truth (red) and 3D pose estimation (blue) based on the two cameras facing the front of the subject.

The joint estimation is good for moving parts of the bodies. For immobile parts, large outliers are sometimes produced. See the paper for discussion.

Subject: S1 movement: 6 - Right arm bicep curl

S1_mov6.mp4

Subject: S3 movement: 10 - Single jump up-down

S3_mov10.mp4

Subject: S1 movement: 8 - Right leg knee lift

S1_mov8.mp4

Subject: S1 movement: 14 - Hop left foot

S1_mov14.mp4

Subject: S2 movement: 4 - Right leg abduction

S2_mov4.mp4

Subject: S2 movement: 9 - Walking

S2_mov9.mp4

Subject: S3 movement: 22 - Star jumps

S3_mov22.mp4

Subject: S1 movement: 16 - Punch straight forward right

S1_mov16.mp4

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