Implement benchmark on real device (CPU, GPU, NPU)

[tucan9389]

Dataset

• [ ] with coco 2017 test set (http://cocodataset.org/#download)

Metric

• PCKH-0.5 (the most popular metric in paperswithcode/pose-estimation-on-mpii-human-pose)
  • implement reference: edvardHua/PoseEstimationForMobile's benchmark.py

Define

ref: https://nanonets.com/blog/human-pose-estimation-2d-guide/

Percentage of Correct Key-points - PCK: A detected joint is considered correct if the distance between the predicted and the true joint is within a certain threshold. The threshold can either be:

• [email protected] is when the threshold = 50% of the head bone link ...