Title :
Rotation invariant detection of benign and malignant masses using PHT
Author :
Urooj, Shabana ; Singh, Satya Prakash
Author_Institution :
Sch. of Eng., Gautam Buddha Univ., Noida, India
Abstract :
The digital mammography plays a very important role in early detection of breast cancer. Expert radiologist visually searches mammograms for specific abnormalities. Automatic detection using computer based methods can improve accuracy of diagnosis significantly. The Polar Harmonic Transform is superior to Pseudo Zernike Moment and Zernike Moment based method in terms of kernel generation, numerical stability and easier implementation. In this paper we proposed a rotation and scale invariant method for digital mammogram medical image analysis using PHT. Scale and translation invariance is achieved by normalization of moment and then rotation invariance is obtained by PHT. A k- nearest neighbor classifier is employed for classify the digital mammograms. To test and evaluate of the method several set of digital mammogram was evaluated with different rotation in different noisy condition. The correct classification percentage is calculated with different rotational angles. Experimental results are compared using Polar sine Transform (PST), Polar Cosine Exponential Transform (PCET) and Polar cosine Transform (PCT). Among all PCT show superiority of method in comparison to PCET and PST.
Keywords :
cancer; image classification; mammography; medical image processing; transforms; PHT; benign masses; breast cancer detection; digital mammogram medical image analysis; digital mammography; k-nearest neighbor classifier; kernel generation; malignant masses; numerical stability; polar harmonic transform; pseudoZernike moment based method; rotation invariant detection; scale invariant method; Feature extraction; Harmonic analysis; Image analysis; Kernel; Medical diagnostic imaging; Transforms; PHT; correct classification percentage; noise robustness; rotation invariance;
Conference_Titel :
Computing for Sustainable Global Development (INDIACom), 2015 2nd International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-9-3805-4415-1