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. 2025 Apr 22;25(9):2652. doi: 10.3390/s25092652

Figure 6.

Figure 6

Work-flow chart. The chart shows the simplified workflow for 1. The acquisition of the images. 2. The pre-processing part, which includes gamma and gradient correction of the RGB channel to uniform the color across the image, data binning, Savitzky-Golay filter and creation of hypercube. 3. Labelling data to create spectral library and training and classification of algae using the 1D Convolutional Neural Network model (1D-CNN).