Research Article

Human Depth Sensors-Based Activity Recognition Using Spatiotemporal Features and Hidden Markov Model for Smart Environments

Table 4

Recognition results of proposed HAR system.

ActivitiesAccuracy

Drink95.4
Eat87.8
Read book96.3
Call phone89.1
Write 96.7
Use laptop90.5
Use cleaner100
Cheer up88.5
Sit still94.6
Toss paper94.2
Play game86.3
Lay down98.7
Walk95.3
Play guitar88.2
Stand up96.5
Sit down93.6

Mean recognition accuracy = 93.2