Table 6: Classification results of the proposed system on KTH action dataset (A) using ANN, (B) using SVM, (C) using HMM, and (D) using existing HCRF [30], while removing the proposed HCRF model (unit: %).

ActivitiesWalkingJoggingRunningBoxingHand-waveHandclap

(A)
Walking7956433
Jogging3815344
Running6477553
Boxing6766957
Hand-wave4755736
Handclap4654675
Average75.66
(B)
Walking8223544
Jogging3862324
Running5380453
Boxing5337946
Hand-wave1433890
Handclap3524383
Average83.17
(C)
Walking8632423
Jogging0883243
Running0390043
Boxing3049210
Hand-wave1322911
Handclap1341289
Average89.33
(D)
Walking9030340
Jogging2882332
Running4292002
Boxing1329130
Hand-wave0132931
Handclap1324387
Average90.17