Effects of Improved Adaptive Gamma Correction Method on Wireless Capsule Endoscopy Images: Illumination Compensation and Edge Detection

سال انتشار: 1391
نوع سند: مقاله کنفرانسی
زبان: انگلیسی
مشاهده: 1,487

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شناسه ملی سند علمی:

ICEE20_025

تاریخ نمایه سازی: 14 مرداد 1391

چکیده مقاله:

Several methods for adjusting image contrast have been developed in the field of image processing for image enhancement. Illumination is one of the most significant factors affecting theappearance of an image. Improper illumination causes a variety of problems in practice and thus, it is necessary to compensate fornonuniform illumination. Wireless Capsule Endoscopy (WCE) images suffer from this problem too. We propose an improvedAdaptive Gamma Correction Method (AGCM) to compensate for nonuniform illumination in WCE color images.The experiments have shown that the proposed AGCM performs well in improving imagequality. The WCE images obtained with AGCM are also better than those obtained with histogram equalization and adaptive histogramequalization in terms of brightness constancy, overall visual rendition and contrast. The Peak Signal to Noise Ratio (PSNR) andContrast to Noise Ratio (CNR) values are also higher for AGCM than for other correction algorithms. Also, the differences betweenedge pixels and neighboring pixels in the WCE images are increased. We use a color variant of the canny operator for color edgedetection. By using this method, 65% of the borders are detected correctly, while the detection rate is 45% without using this method

کلیدواژه ها:

adaptive gamma correction method ، wireless capsule endoscopy ، edge detection ، illumination ، color variant of canny operator

نویسندگان

Mahdi Alizadeh

Department of Radiation Medicine Engineering, Shahid Beheshti University, Tehran, Iran

Hamid Soltanian-Zadeh

Control and Intelligent Processing Center of Excellence (CIPE), School of Electrical and Computer Engineering, University of Tehran

Seyed Mahmoud Reza Aghamiri

Department of Radiation Medicine Engineering, Shahid Beheshti University, Tehran, Iran

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