Artificial neural networks in chest radiographs: Detection and characterization of interstitial lung disease

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 3034, Issue , 1997, Pages 931-937

  Ishida, Takayuki ^a   Katsuragawa, Shigehiko ^a   Ashizawa, Kazuto ^a   MacMahon, Heber ^a   Doi, Kunio ^a  

^a UNIVERSITY OF CHICAGO   (United States)

Author keywords

Artificial neural network; Computer aided diagnosis; Digital chest radiograph; Interstitial disease

Indexed keywords

BACKPROPAGATION; BIOLOGICAL ORGANS; COMPUTER AIDED DIAGNOSIS; COMPUTER NETWORKS; DIGITAL IMAGE STORAGE; IMAGE PROCESSING; IMAGING SYSTEMS; MEDICAL IMAGING; PULMONARY DISEASES; RADIOGRAPHY; VEGETATION;

A DENSITIES; ARTIFICIAL NEURAL NETWORK; CHEST IMAGES; DENSITY CORRECTIONS; DIGITAL CHEST RADIOGRAPH; DIGITAL IMAGE DATUMS; INTERSTITIAL DISEASE; INTERSTITIAL LUNG DISEASES; QUANTITATIVE ANALYSES; STATISTICAL PROPERTIES;

NEURAL NETWORKS;

EID: 0005003617     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.274182     Document Type: Conference Paper

References (5)

1. H. MacMahon, KJM. Liu, SM. Montner, K. Doi, "The nature and subtlety of abnormal findings in chest radiographs," Med. Phys. 18, pp. 206-210. 1991.
2. S. Katsuragawa, K. Doi, H. MacMahon, "Image feature analysis and computer-aided diagnosis in digital radiography: Detection and characterization of interstitial lung diseases in digital chest radiographs," Med Phys. 15, pp. 311-319. 1988.
3. J. Morishita, K. Doi, S. Katsuragawa, L. Monnier-Cholley, H. MacMahon, "Computer-aided diagnosis for interstitial infiltrates in chest radiographs: Optical-density dependence of texture measures," Med Phys. 22, pp. 1515-1522. 1995.
4. C.E. Metz, "ROC methodology in radiographic imaging," Invest. Radiol. 21, pp. 720-733. 1986.
5. C.E. Metz, "Some practical issues of experimental design and data analysis in radiographical ROC studies," Invest. Radiol. 24, pp. 234-245. 1989.