CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD

The image obtained from radiology equipment, such as CT Scan, is have a poor contast. This problem could deliver to misdiagnosis. So that, the contrast need to be enhance using contrast enhancement process. One of the most used method in contrast enhancement, is Histogram Equalization (HE) method...

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Main Author: Nur Azizah, Rahmalia
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/80617
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:80617
spelling id-itb.:806172024-02-13T10:17:15ZCONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD Nur Azizah, Rahmalia Indonesia Final Project Contrast Enhancement, Histogram Equalization, Image Enhancement, Look-Up Table, Radiodiagnostic. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/80617 The image obtained from radiology equipment, such as CT Scan, is have a poor contast. This problem could deliver to misdiagnosis. So that, the contrast need to be enhance using contrast enhancement process. One of the most used method in contrast enhancement, is Histogram Equalization (HE) method. But HE method may cause an excessive increase in brightness of the image. Look-Up Table (LUT) method can be used to overcome this. This research was conducted to see the performance of the LUT method in improving contrast. The output obtained will be compared with the output of another contrast improvement method, HE. In this research, the original image whose contrast has been reduced, referred to as the input image, will processed using using both contrast enhancement methods separately and then compare the results using objective parameters, such as Peak Signal to Noise Ratio (PSNR), Root Mean Square Contrast (RMS C), and Absolute Mean Brightenss Error (AMBE). As for the LUT method, thresholding will first be carried out using the Multi-Otsu Thresholding method before applying the transfer function to the input image. As the result, LUT method delivers a good result in contrast enhancement, compared to HE method, which larger gap between threshold ????1 and ????2 will give an output image with better quality. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description The image obtained from radiology equipment, such as CT Scan, is have a poor contast. This problem could deliver to misdiagnosis. So that, the contrast need to be enhance using contrast enhancement process. One of the most used method in contrast enhancement, is Histogram Equalization (HE) method. But HE method may cause an excessive increase in brightness of the image. Look-Up Table (LUT) method can be used to overcome this. This research was conducted to see the performance of the LUT method in improving contrast. The output obtained will be compared with the output of another contrast improvement method, HE. In this research, the original image whose contrast has been reduced, referred to as the input image, will processed using using both contrast enhancement methods separately and then compare the results using objective parameters, such as Peak Signal to Noise Ratio (PSNR), Root Mean Square Contrast (RMS C), and Absolute Mean Brightenss Error (AMBE). As for the LUT method, thresholding will first be carried out using the Multi-Otsu Thresholding method before applying the transfer function to the input image. As the result, LUT method delivers a good result in contrast enhancement, compared to HE method, which larger gap between threshold ????1 and ????2 will give an output image with better quality.
format Final Project
author Nur Azizah, Rahmalia
spellingShingle Nur Azizah, Rahmalia
CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD
author_facet Nur Azizah, Rahmalia
author_sort Nur Azizah, Rahmalia
title CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD
title_short CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD
title_full CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD
title_fullStr CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD
title_full_unstemmed CONTRAST ENHANCEMENT FOR CT SCAN IMAGE USING LOOK-UP TABLE (LUT) METHOD
title_sort contrast enhancement for ct scan image using look-up table (lut) method
url https://digilib.itb.ac.id/gdl/view/80617
_version_ 1822281670041010176