Title :
Novel approaches to the measurement of arterial blood flow from dynamic digital X-ray images
Author :
Rhode, Kawal S. ; Lambrou, Tryphon ; Hawkes, David J. ; Seifalian, Alexander M.
Author_Institution :
Div. of Imaging Sci., King´´s Coll. London, UK
fDate :
4/1/2005 12:00:00 AM
Abstract :
We have developed two new algorithms for the measurement of blood flow from dynamic X-ray angiographic images. Both algorithms aim to improve on existing techniques. First, a model-based (MB) algorithm is used to constrain the concentration-distance curve matching approach. Second, a weighted optical flow algorithm (OP) is used to improve on point-based optical flow methods by averaging velocity estimates along a vessel with weighting based on the magnitude of the spatial derivative. The OP algorithm was validated using a computer simulation of pulsatile blood flow. Both the OP and the MB algorithms were validated using a physiological blood flow circuit. Dynamic biplane digital X-ray images were acquired following injection of iodine contrast medium into a variety of simulated arterial vessels. The image data were analyzed using our integrated angiographic analysis software SARA to give blood flow waveforms using the MB and OP algorithms. These waveforms were compared to flow measured using an electromagnetic flow meter (EMF). In total 4935 instantaneous measurements of flow were made and compared to the EMF recordings. It was found that the new algorithms showed low measurement bias and narrow limits of agreement and also out-performed the concentration-distance curve matching algorithm (ORG) and a modification of this algorithm (PA) in all studies.
Keywords :
blood vessels; diagnostic radiography; flow visualisation; haemodynamics; image matching; image sequences; medical image processing; pulsatile flow; arterial blood flow; concentration-distance curve matching; dynamic biplane digital X-ray angiographic images; electromagnetic flow meter; integrated angiographic analysis software SARA; iodine contrast medium; model-based algorithm; physiological blood flow circuit; point-based optical flow methods; pulsatile blood flow; simulated arterial vessels; weighted optical flow algorithm; Algorithm design and analysis; Blood flow; Circuits; Computational modeling; Computer simulation; Electromagnetic measurements; Fluid flow measurement; Image analysis; Image motion analysis; X-ray imaging; Blood flow measurement; X-ray angiography; X-ray measurements; Algorithms; Angiography, Digital Subtraction; Arteries; Blood Flow Velocity; Computer Simulation; Humans; Imaging, Three-Dimensional; Models, Cardiovascular; Phantoms, Imaging; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2004.843202