TY - JOUR PY - 1990// TI - Performance comparison of a neural network with human observers on a visual target detection task JO - Biological cybernetics A1 - Mangis, J. K. A1 - Voas, Robert B. A1 - Zink, W. T. A1 - Blackwell, K. T. A1 - Vogl, T. P. SP - 185 EP - 191 VL - 62 IS - 3 N2 - 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.
Language: en
LA - en SN - 0340-1200 UR - http://dx.doi.org/ ID - ref1 ER -