Yoga Pose Estimation and Feedback Generation Using Deep Learning

Table 3

Evaluation of proposed work runtime in milliseconds with various techniques running. Mean (F.E.+C) demonstrates the mean average runtime per frame for extraction and computation of features with yoga pose classification. Mean (F.G.) is the mean average runtime per frame for feedback generation.

Methods	CPU		GTX-1080
	Mean (F.E.+C)	Mean (F.G.)	Mean (F.E.+C)	Mean (F.G.)
SVM	6574.8 134.7	16.4	214.5 10.6	10.32
CNN	6528.6 112.6	15.2	208.4 15.2	8.36
CNN + LSTM	6512.6 118.4	16.6	206.8 16.8	7.18
MLP	6504.4 124.3	12.3	206.3 12.6	6.47