Title :
Computer-assisted bone age assessment: image preprocessing and epiphyseal/metaphyseal ROI extraction
Author :
Pietka, Ewa ; Gertych, Arkadiusz ; Pospiech, Sylwia ; Cao, Fei ; Huang, H.K. ; Gilsanz, V.
Author_Institution :
Inst. of Electron., Silesian Univ. of Technol., Gliwice, Poland
Abstract :
Clinical assessment of skeletal maturity is based on a visual comparison of a left-hand wrist radiograph with atlas patterns. Using a new digital hand atlas an image analysis methodology is being developed. To assist radiologists in bone age estimation. The analysis starts with a preprocessing function yielding epiphyseal/metaphyseal regions of interest (EMROIs). Then, these regions are subjected to a feature extraction function. Accuracy has been measured independently at three stages of the image analysis: detection of phalangeal tip, extraction of the EMROIs, and location of diameters and lower edge of the EMROIs. Extracted features describe the stage of skeletal development more objectively than visual comparison.
Keywords :
diagnostic radiography; feature extraction; medical image processing; orthopaedics; clinical assessment; computer-assisted bone age assessment; digital hand atlas; epiphyseal ROI extraction; image preprocessing; medical diagnostic imaging; metaphyseal ROI extraction; phalangeal tip detection; region-of-interest extraction; skeletal maturity; Bones; Computer aided diagnosis; Feature extraction; Hospitals; Image edge detection; Image processing; Pediatrics; Radiography; Radiology; Wrist; Adolescent; Age Determination by Skeleton; Bone and Bones; Carpal Bones; Child; Child, Preschool; Diagnosis, Computer-Assisted; Epiphyses; Female; Hand; Humans; Image Processing, Computer-Assisted; Infant; Male; Osteogenesis;
Journal_Title :
Medical Imaging, IEEE Transactions on