Research Article

[Retracted] Automated Detection of Rehabilitation Exercise by Stroke Patients Using 3-Layer CNN-LSTM Model

Algorithm 1

Data preprocessing for training.
Input: rehabilitation exercise, labelled dataset categories
Preprocessing:
(1)Categories ⟵ Dataset categories
(2)Apply data augmentation on Categories
(3)for each_Image in Categories
a: Image_array ⟵ (Image, “gray”)
b: Drop null values
c: New_array = Resize (Image_array, (256, 256)) end for
Preparation: Training_data = [ ]
(4)For each_class in Categories
a: class_num ⟵ Categories (each_class)
b: Training_data ⟵ (New_array, class_num) end for
(5)Create Training_data
(6)Shuffle randomly (Training_data)