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Filtering Method for Pre-Processing Mammogram Images for Breast Cancer Detection

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Filtering Method for Pre-Processing Mammogram Images for Breast Cancer Detection International Journal of Engineering and Advanced Technology (IJEAT) ISSN: 2249 – 8958, Volume-9 Issue-1, October 2019 Filtering Method for Pre-processing Mammogram Images for Breast Cancer Detection Neha N. Ganvir, D. M. Yadav As the screening of mammograms images is challenging and Abstract: Breast cancer is a stand-out surrounded by the most tedious task, the interpretation or clarification about breast widely perceived diseases and has a high rate of mortality around cancer is varies from one radiologist to other radiologist using the world, significantly risking the health of the females. Among mammogram medical scan. Thus, there is dire need of the existing all modalities of medical scans, mammography is the most preferred modality for preliminary examination of breast expert radiologists to provide more cancer. To assist radiologist, a computer-aided diagnosis (CAD) is enhancing and important medical systems for mammographic lesion analysis. CAD is necessary to provide doctors, to improve detection quality of breast cancer. In mammogram images, micro-calcifications is one of the imperative sign for breast cancer detection. Mammographic medical scan may present unwanted noise and CAD systems are very sensitive to noise. So, pre-processing of medical images for any medical image analysis application like brain tumor detection, breast cancer detection, and interstitial lung disease classification is considered as an important step. The segmentation or classification accuracy is mainly depends upon the significant improved pre-processing process. Thus, in this work, different types of filtering techniques used for noise reduction in medical image processing are analyzed. The qualitative and quantitative results are examined on mini-MIAS mammogram image database. The effectiveness of filtering techniques is compared based on the different quantitative parameters and visual qualities of examined output. Keywords: Filtering methods, mammogram images, MSE, Figure 1. Basic structure of breast anatomy PSNR, SSIM. Comprehensive diagnosis of breast cancer. To do this task, I. INTRODUCTION computer aided detection and a diagnosis (CAD) system is The most common inflammation among female across combined with expert radiologists. But, the CAD systems are worldwide is breast cancer. The breast cancer is leading factor very sensitive to noise present in the medical images. So, the of deaths for female suffering from cancer diseases. noise reduction from medical images is very important and According to the medical survey of India, the breast cancer key pre-processing footstep for any medical image analysis patients would reach at 1,797,900 by 2020 [6]. This growth of applications. In general, different researchers proposed breast cancer patients is because of insufficiency in awareness different technique for noise removal using filtering about health check-up, breast screening, and insufficient techniques. Thus, in this work, the detailed analysis of medical experts [3]. These factors are very important and existing state-of-the-art methods used for filtering are necessary to be considered at early stage of breast cancer to discussed. The qualitative and quantitative results are confirm prolonged survival. There are different techniques examined and compared for detailed analysis. are available to capture breast medical scans namely, computed tomography, mammography, ultrasonography, and II. RELATED WORK magnetic resonance (MRI). Manual annotation of these A basic tool used to enhance the pictographic representation medical images is a critical and time consuming task. So, for (texture, shapes, and colors) present in medical/raw data is proper diagnosis of the disease robust medical image analysis image processing for human perception and provide more techniques are required. From mentioned modalities, useful and important features for autonomous machine mammography technique is more suitable and powerful intelligence. Thus, image processing plays very important modality for radiologist for preliminary examination of breast role in various medical related computer vision applications cancer [5]. like medical image analysis. The advancement in image capturing devices and recent technologies like MRI, large amount of data is generated in medical hospital. Because of this growth, there is need to have expert medical services and Revised Manuscript Received on October 25, 2019. radiologist in urban as well as in remote places. Neha N. Ganvir*, Electronics Engineering, Assistant Professor at SITS Narhe in STES Pune. Email: [email protected] D. M. Yadav, Professor and Dean Academic, Pune University, INDIA. Email: [email protected] Published By: Retrieval Number: A1623109119/2019©BEIESP Blue Eyes Intelligence Engineering DOI: 10.35940/ijeat.A1623.109119 4222 & Sciences Publication Filtering Method for Pre-processing Mammogram Images for Breast Cancer Detection One of the leading health issue among women across growth and invasion of cells into different body parts, which worldwide is breast cancer. So, early detection of the breast forms a mass or lump called as tumor. The tumor can be cancer diseases is very important task for woman health care. cancerous or non-cancerous generally known as malignant or Cancer can be diagnosed as the intractable anomalous benign respectively. The cancer is generally named after Table 1: Modalities used to measure corresponding Breast features Sr. No. Modality Breast features Masses, calcification and other radiographic appearance such as nipple 1 Mammography thickening or nipple discharge Guiding interventional procedures such as needle aspirations and localization 2 Ultrasonography of breast lump or calcification before breast biopsy Provides the important information depicting breast condition, detecting and 3 Magnetic Resonance Imaging (MRI) staging breast cancer 4 Positron emission tomography (PET) To detect metastatic disease. Based on electrical conductance and capacitance increases as small current pass Electrical Impedance 5 through the cancer tissues within breast and resulting impedance map Tomography highlights malignant area. This is 3D imaging approach. Metabolism and blood vessel proliferation of cancerous tissue increases surface 6 Thermography temperature, which is captured using infrared camera forms a high resolution image of these variation. 7 Galactography Determines the nipple discharge. To determine located lesion in mammogram is malignant. Uses radioactive 8 Scintimammography substance to inject into arm vein and record the accumulation of radiation in the breast. 9 Computer Tomography (CT) Adjuvant for monitoring cancer spread. the body part where it originates such as lung, breast, prostate, statistical distribution of wavelet coefficients. The ovarian and thyroid. The epidemiological data of breast relationship between the coefficients of the wavelet also was cancer depicts incidences and fatality rates by considering represented by DTCWT-HMT. After the feature combination various risk factors. The occurrence of breast cancer increases process, the features based on DTCWT are extracted and with age, marital status, family history of cancer and stage, enhanced using GA. These features are given as an input to menopausal status, pathological nodal status, and educational the ELM classifier for the process of diagnosing malignant status. Symptoms of breast cancer are categorized as breast and benign clusters of microcalcification. This developed lump, non-lump breast (pain in the breast, anomalies in breast method was compared to various contemporary methods on skin or shape and nipples) and non-breast (tiredness, DDSM, MIAS and Nijmegen datasets with respect to inadequacy of breath, axillary symptoms, neck tumor, and precision and stability proved that the DTCWT-HMT back pain) [15]. Breast comprises of Nipple, Areola, performed the best. A comparison of the proposed method Inflammatory fold, Montgomery‟s Glands (Tubercles), with different classifiers proved that the ELM performed Glandular Tissue (lobules), and Retro mammary Space [16]. better. The main drawback of this study is that selecting Understanding anatomical structure of breast is important features based on the GA technique is quite slow and also before proceeding how breast cancer can be detected in its there is a scope for improving the overall accuracy of the early stage. The breast anatomical structure as shown in classification. Recently, Meenakshi et al. [8] proposed local Figure 1. binary pattern based technique for False-Positive Reduction Even before appearance of symptoms, the breast cancer can in Mammograms images as automatic detection of breast be detected in its early stages by regular screening tests such cancer system suffers from false positives. In [8], as mammography. Local feature based algorithm is proposed pre-processing (noise reduction) of the mammograms and for breast cancer detection. The features of breast cancer are contrast enhancement is achieved using local textural pattern assessed through various proposed modalities as shown in like binary pattern, ternary pattern, local ternary Table 1. Various techniques have been developed for co-occurrence pattern. Yang et al. [18] developed an detecting microcalcifications in mammogram images. automatic method for detecting the clusters of Abirami et al., [17] developed an automatic system for the microcalcifications in the digitized mammograms. The area classification of mammogram images into malignant or of the breast is determined
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