Title :
Improving resolution of MR angiographic projections by bandlimited interpolation of magnitude images
Author :
Avinash, Gopal ; Mitsa, Theophano
Author_Institution :
GE Medical Syst., Waukesha, WI, USA
Abstract :
Image interpolation, with its image magnifying abilities, is an image processing operation of increasing importance in the fields of biology and medicine. In this paper, we present a novel image interpolation technique that utilizes the discrete cosine transform (DCT). The DCT provides for a decrease in border effects, and improves the processing speed. The advantages of this technique over the traditional Fourier-transform-based techniques stem from basic properties of DCT that it is a non-periodic, real (non-complex) transform with excellent energy compaction in the transform domain. In fact, the DCT´s energy compaction property is next only to Karhunen-Loeve transform in the mean squared sense on an ensemble of images (Jain, 1989). In addition, DCT allows interpolation of small volumes (e.g., 8×8×8) which is not easily possible with an FFT-based method. Therefore, the present technique is better suited for applications such as a real-time 3D interactive maximum intensity projection, real-time 2-D image magnifier etc. More importantly, the technique can be used for the bandlimited interpolation of any digitally acquired data to minimize partial voluming artifact
Keywords :
biomedical NMR; discrete cosine transforms; interpolation; medical image processing; Karhunen-Loeve transform; MR angiographic projections; bandlimited interpolation; discrete cosine transform; energy compaction; image interpolation technique; image magnifying abilities; magnitude images; mean squared sense; partial voluming artifact; real-time 3D interactive maximum intensity projection; Angiography; Biomedical imaging; Compaction; Discrete cosine transforms; Fourier transforms; Frequency; Image processing; Image resolution; Interpolation; Systems biology;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 1998. IMTC/98. Conference Proceedings. IEEE
Conference_Location :
St. Paul, MN
Print_ISBN :
0-7803-4797-8
DOI :
10.1109/IMTC.1998.679809