Table 9.

Comparision with DL methods using UCI public dataset

Method	Walking	Sitting	Standing	Walking Upstairs	Walking downstairs	Lying	Average
CNN	95.56	96.89	97.54	93.68	94.58	99.35	96.27
LSTM	95.89	97.12	97.93	94.12	95.78	99.78	96.77
Handcrafted features + CNN	98.74	99.36	99.39	97.45	98.58	100.00	98.92
Handcrafted features + LSTM	98.94	99.56	99.40	97.67	98.67	100.00	99.04
Proposed method + SVM	99.50	99.89	99.74	98.19	98.48	100.00	99.30