Page 141 - Emerging Trends and Innovations in Web-Based Applications and Technologies

International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470

Data Preprocessing and Image Smoothing:
The data must be cleaned, processed, and averaged before machine learning algorithms can begin to process the input. The use
of label encoding was employed for categorical features, and redundant data was eliminated.
The use of Gaussian filtering and edge detection in image smoothing was aimed at improving image quality for feature
extraction.
Traces important features by means of texture analysis, shape analysis and spatial filtering.et. By isolating patterns, these
techniques enable the identification of crucial information for diagnosis:
By extracting texture and contrast characteristics from images, Texture Analysis can be conducted.
An approach to exploring geometrical features like size and symmetry in Shape Analysis.

Correctly identifies areas with distinct visual characteristics using spatial filters.

IJTSRD | Special Issue on Emerging Trends and Innovations in Web-Based Applications and Technologies Page 131