Table 5 Accuracy analysis of the designed movement recognition model with data pre-processing and data augmentation models during training.

From: Development of weighted residual RNN model with hybrid heuristic algorithm for movement recognition framework in ambient assisted living

Terms

Accuracy (%)

Contrast enhancement with HRS-COA-WRRNN

92.76

Median filtering with HRS-COA-WRRNN

92.96

CLAHE with HRS-COA-WRRNN

93.12

Image smoothing with HRS-COA-WRRNN

93.52

Developed HRS-COA-WRRNN with contrast enhancement, median filtering, CLAHE, and image smoothing

93.9

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