The article presents a method to classify and recognize mechanical parts based on their fractal dimension. The researchers developed an improved technique called differential box-counting to calculate the fractal dimension of part images accurately, even when they are cut and rotated. This method can handle images of different sizes and provides more stable results compared to traditional methods. The improved technique overcomes the limitation of only being able to calculate the fractal dimension of images with side lengths that are integer powers of 2.