Title :
An efficient implementation of the channelized Hotelling observer for task-based assessment of lossy compressed images
Author :
Schmanske, Brian M. ; Loew, Murray H.
Author_Institution :
Sch. of Eng. & Appl. Sci., George Washington Univ., Washington, DC, USA
Abstract :
An efficient subband implementation of the channelized Hotelling observer is presented, which can be used to assess the image quality of images compressed with wavelet-based techniques. The channelized Hotelling model observer has been shown to predict human performance in detecting signals in noise-limited images. The model observer can also predict degradation of human performance due to lossy compressed images. This provides a more relevant image quality assessment for medical images, where the image´s value is in supporting clinical decisions, than metrics such as mean square error. The subband implementation shown is unique in that it operates on channel responses of the wavelet subbands rather than on the entire image itself. The technique is extendable to operate on the channel response of the subband bitmaps, which would permit bit ordering optimized for human performance.
Keywords :
data compression; medical image processing; observers; wavelet transforms; channel responses; channelized Hotelling observer; clinical decisions support; human performance; image quality assessment; lossy compressed images; mean square error; medical diagnostic imaging; optimized bit ordering; subband bitmaps; task-based assessment; wavelet subbands; Biomedical imaging; Degradation; Humans; Image coding; Image quality; Mean square error methods; Medical signal detection; Performance loss; Predictive models; Signal detection;
Conference_Titel :
Biomedical Imaging, 2002. Proceedings. 2002 IEEE International Symposium on
Print_ISBN :
0-7803-7584-X
DOI :
10.1109/ISBI.2002.1029198