Published February 1, 2004 | Version v1
Journal article

The CALMA system: an artificial neural network method for detecting masses and microcalcifications in digitized mammograms

Description

The Computer Assisted Library for MAmmography (CALMA) project is a 5 years plan developed in a physics research frame in collaboration between Istituto Nazionale di Fisica Nucleare and many Italian hospitals. At present a large database of digitized mammographic images (more than 6000) was collected and a software based on neural network algorithms for the search of suspicious breast lesions was developed. Two tools are available: a microcalcification clusters hunter, based on supervised and unsupervised feedforward neural network, and a massive lesion searcher, based on a hibrid approach. Both the algorithms analyzed preprocessed digitized images by high-frequency filters. Clinical tests were performed to evaluate sensitivity and specificity of the system, considering the system as alone and as second reader. Results show that the system is ready to be implemented by medical industry. The CALMA project, just ended, has its natural development in the Grid Platform for CALMA project, where distributed users join common resources (images, tools, and statistical analysis)

Additional details

Identifiers

DOI
10.1016/j.nima.2003.11.031;
arXiv
arXiv:physics/0307099v1;
PII
S0168900203028547;

Publishing Information

Journal Title
Nuclear Instruments and Methods in Physics Research. Section A, Accelerators, Spectrometers, Detectors and Associated Equipment
Journal Volume
518
Journal Issue
1-2
Journal Page Range
p. 391-393
ISSN
0168-9002
CODEN
NIMAER

Conference

Title
Frontier detectors for frontier physics
Acronym
9. Pisa meting on advanced detectors
Dates
25-31 May 2003
Place
La Biodola, Isola d'Elba (Italy)

INIS

Country of Publication
Netherlands
Country of Input or Organization
Romania
INIS RN
35030119
Subject category
S62: RADIOLOGY AND NUCLEAR MEDICINE;
Resource subtype / Literary indicator
Conference
Descriptors DEI
CALCIUM; CLINICAL TRIALS; COMPUTER-AIDED DESIGN; DIGITAL SYSTEMS; HYBRID SYSTEMS; MAMMARY GLANDS; NEOPLASMS; NEURAL NETWORKS; TECHNOLOGY TRANSFER
Descriptors DEC
ALKALINE EARTH METALS; BODY; DESIGN; DISEASES; ELEMENTS; GLANDS; METALS; ORGANS; TESTING

Optional Information

Copyright
Copyright (c) 2003 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.