Embedded wavelet region-based coding methods applied to digital mammography

نویسندگان

  • Monica Penedo
  • William A. Pearlman
  • Pablo G. Tahoces
  • Miguel Souto
  • Juan J. Vidal
چکیده

In this paper, we investigate region-based embedded wavelet compression methods and introduce region-based extensions of the Set Partitioning In Hierarchical Trees (SPIHT) and the Set Partitioning Embedded bloCK (SPECK) coding algorithms applied to the breast region of digital mammograms. We have compared these region-based extensions, called OB-SPIHT and OB-SPECK, against the original SPIHT and the new standard JPEG 2000 on five digital mammograms compressed at rates ranging from 0.1 to 1.0 bits per pixel (bpp). Distortion was evaluated for all images and compression rates by the Peak Signal-to-Noise Ratio (PSNR). A comparison applying SPIHT and JPEG 2000 to the same set of images with the background pixels fixed to zero was also carried out. For digital mammography, region-based compression methods represent an improvement in compression efficiency from full-image methods, also providing the possibility of encoding multiple regions of interest.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Hybrid Method for Mammography Mass Detection Based on Wavelet Transform

Introduction:  Breast  cancer  is  a  leading  cause  of  death  among  females  throughout  the  world.  Currently,  radiologists are able to detect only 75% of breast cancer cases. Making use of computer-aided design (CAD)  can play an important role in helping radiologists perform more accurate diagnoses.   Material and Methods: Using our hybrid method, the background and the pectoral muscle...

متن کامل

An Improved Low Complexity Algorithm for 2-D Integer Lifting-Based Discrete Wavelet Transform Using Symmetric Mask-Based Scheme

Communication and multimedia have been developed rapidly in recent years. Digital media and services found in daily life include, such as digital cameras, VCD (Video Compact Disc), DVD (Digital Video Disc), HDTV (High-Definition TeleVision) and video conferences. Several well-known compression schemes, such as Differential Pulse Code Modulation (DPCM)-based method (Habibi & Hershel, 1974), DCT-...

متن کامل

ENEE631 Digital Image Processing: Wavelet-Based Image Compression

In this paper, we discuss methods using the wavelet transform to compress digital images. These methods often employ common image coding strategies such as embedded coding, entropy coding, and subband decomposition, which are described in detail. Then we compare actual image coders that are used in practice based on metrics such as image quality, PSNR, rate scalability, and computational comple...

متن کامل

Breast abnormalities segmentation using the wavelet transform coefficients aggregation

Introduction: Breast cancer is the most common cancer among women in the world. The automatic detection of masses in digital mammograms is a challenging task and a major step in the development of breast cancer CAD systems. In this study, we introduce a new method for automatic detection of suspicious mass candidate (SMC) regions in a mammogram. Methods: Mammography is widely used for the early...

متن کامل

Classification of Mammographic images using Gabor Wavelet and Discrete Wavelet Transform

Breast cancer is the most commonly occurring cancer in women. Early detection of breast cancer is important step in diagnosis of the abnormalities which may reduce the mortality rate. It can be achieved using digital mammography. Mammography is most reliable and widespread method for early detection of breast cancer. The proposed system has three major stepsPreprocessing, Feature Extraction and...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2003