Overview This master’s thesis investigates the application of texture analysis techniques to prostate ultrasound images, with a specific focus on how different pre-processing schemes affect the analysis outcomes. Conducted at the Cyprus University of Technology, the research addresses a critical need in medical imaging: improving the diagnostic accuracy and reliability of prostate cancer detection through advanced image processing methods.