Table 3.

Table of timings for data augmentation techniques. Time (in secs) to generate 1000 trials. CPS is for window length = 0.5 and 50% overlap. Times were generated using Kaggle GPU - NVIDIA TESLA P100. CPS took the least time, as shown boldened.

	AVG	RT	RF	NS	CPS	VAE
Dataset I	1.83	0.85	88.52	4.17	0.05	1022.35
Dataset II	0.08	0.10	19.00	0.15	0.02	168.16