Title :
Line and boundary detection in speckle images
Author :
Czerwinski, Richard N. ; Jones, Douglas L. ; O´Brien, William D.
Author_Institution :
Lincoln Lab., MIT, Lexington, MA, USA
fDate :
12/1/1998 12:00:00 AM
Abstract :
This paper considers the problem of detecting lines in speckle imagery, such as that produced by synthetic aperture radar (SAR) or ultrasound techniques. Using the physical principles that account for the speckle phenomenon, we derive the optimal detector for lines in fully developed speckle, and we compare the optimal detector to several suboptimal detection rules that are more computationally efficient. We show that when the noise is uncorrelated, a very simple suboptimal detection rule is nearly optimal, and that even in colored speckle, a related class of detectors can approach optimal performance. Finally, we also discuss the application of this technique to medical ultrasonic images, where the detection of tissue boundaries is considered as a problem of line detection
Keywords :
biological tissues; biomedical ultrasonics; edge detection; medical image processing; noise; speckle; ultrasonic imaging; SAR; boundary detection; colored speckle; line detection; medical ultrasonic images; optimal detector; performance; speckle images; suboptimal detection rule; synthetic aperture radar; tissue boundaries; ultrasound techniques; Acoustic signal detection; Biomedical imaging; Computer vision; Detectors; Image segmentation; Medical diagnostic imaging; Radar detection; Speckle; Synthetic aperture radar; Ultrasonic imaging;
Journal_Title :
Image Processing, IEEE Transactions on