Title :
Focused atlas-based image registration for recognition
Author :
Rohrer, Jonathan ; Gong, Leiguang
Author_Institution :
IBM Zurich Res. Lab., Ruschlikon
Abstract :
Registration with an atlas is a method to recognize and label structures that is used especially for the analysis of medical images. Its application to images containing many objects, such as images of the human abdomen, may prove to be very challenging. The underlying idea of our approach is to follow a strategy that resembles commonsense problem solving - goal-directed, context-based and focused. In our method, the goal of recognizing a particular anatomical structure, such as the aorta, is achieved by following a plan, which is a sequence of image registration tasks. The plan is derived by decomposing the registration of the goal object into a series of object registration subtasks using the anatomy knowledge and the modality-specific image properties. Preliminary experiments to recognize the aorta in human abdominal CT images have demonstrated the potential of our method.
Keywords :
image recognition; image registration; image sequences; knowledge representation; medical image processing; object detection; anatomical knowledge structure; commonsense problem solving; context-based method; focused atlas-based image registration task; goal-directed method; human abdomen; image recognition; image sequence; medical image processing; object registration; Abdomen; Anatomical structure; Anatomy; Biomedical imaging; Focusing; Humans; Image analysis; Image recognition; Image registration; Problem-solving; Biomedical image processing; Image region analysis; Image registration; Knowledge based systems; Knowledge representation;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4712128