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Performance comparison of a neural network with human observers on a visual target detection task

✍ Scribed by J. K. Mangis; R. B. Voas; W. T. Zink; K. Tiplitz Blackwell; T. P. Vogl

Book ID: 104659981
Publisher: Springer-Verlag
Year: 1990
Tongue: English
Weight: 586 KB
Volume: 62
Category: Article
ISSN: 0340-1200
DOI: 10.1007/bf00198093

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✦ Synopsis

An experiment is described which compares the performance of a neural network to human performance on a visual task which consists of detecting a target in a background image of correlated noise. A three-layer, feed-forward, multi-layer perceptron is trained to indicate the presence or absence of a target in images also presented to human observers. The basis for the comparison between the network and the human observers is the receiver operating characteristic (ROC) curve. Network performance is comparable to human performance for this particular task. 9 i ; N 9 Hi. .m rim. -i 9 -in. .! 9 . m. .m.

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