Abstract book (pdf) - ICPR 2010
Abstract book (pdf) - ICPR 2010
Abstract book (pdf) - ICPR 2010
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09:00-11:10, Paper WeAT8.22<br />
On the Design of a Class of Odd-Length Biorthogonal Wavelet Filter Banks for Signal and Image Processing<br />
Baradarani, Aryaz, Univ. of Windsor<br />
Mendapara, Pankajkumar, Univ. of Windsor<br />
Wu, Q. M. Jonathan, Univ. of Windsor<br />
In this paper, we introduce an approach to the design of odd-length biorthogonal wavelet filter banks based on semi definite<br />
programming employing Bernstein polynomials. The method is systematic and renders a simple optimization problem,<br />
yet it offers wavelet filters ranging from maximally flat to maximal passband/stopband width. The odd-length biorthogonal<br />
filter pairs are then used in multi-focus imaging to obtain a fully-focused image from a set of registered semi-focused<br />
input images at varying focus employing the distance transform and exponentially decaying function on the subbands in<br />
wavelet domain. Various images are tested and experimental results compare favorably to recent results in literature.<br />
09:00-11:10, Paper WeAT8.23<br />
Implicit Feature-Based Alignment System for Radiotherapy<br />
Yamakoshi, Ryoichi, Mitsubishi Electric Corp.<br />
Hirasawa, Kousuke, Mitsubishi Electric Corp.<br />
Okuda, Haruhisa, Mitsubishi Electric Corp.<br />
Kage, Hiroshi, Mitsubishi Electric Corp.<br />
Sumi, Kazuhiko, Mitsubishi Electric Corp.<br />
Ivanov, Yuri, MERL, USA<br />
Sakamoto, Hidenobu, Mitsubishi Electric Corp.<br />
Yanou, Toshihiro, Hyogo Ion Bean Medical Center, Tokyo<br />
Suga, Daisaku, Hyogo Ion Bean Medical Center, Tokyo<br />
Murakami, Masao, Hyogo Ion Bean Medical Center, Tokyo<br />
In this paper we present a robust alignment algorithm for correcting the effects of out-of-plane rotation to be used for automatic<br />
alignment of the Computed Tomography (CT) volumes and the generally low quality fluoroscopic images for radiotherapy<br />
applications. Analyzing not only in-plane but also out-of-plane rotation effects on the Dignitary Reconstructed<br />
Radiograph (DRR) images, we develop simple alignment algorithm that extracts a set of implicit features from DRR.<br />
Using these SIFT-based features, we align DRRs with the fluoroscopic images of the patient and evaluate the alignment<br />
accuracy. We compare our approach with traditional techniques based on gradient-based operators and show that our algorithm<br />
performs faster while in most cases delivering higher accuracy.<br />
09:00-11:10, Paper WeAT8.24<br />
3D Vertebrae Segmentation in CT Images with Random Noises<br />
Aslan, Melih Seref, Univ. of Louisville<br />
Ali, Asem, Univ. of Louisville<br />
Farag, Aly A., Univ. of Louisville<br />
Arnold, Ben, Image Analysis, Inc<br />
Chen, Dongqing, Univ. of Louisville<br />
Ping, Xiang, Image Analysis, Inc.<br />
Exposure levels (X-ray tube amperage and peak kilovoltage) are associated with various noise levels and radiation dose.<br />
When higher exposure levels are applied, the images have higher signal to noise ratio (SNR) in the CT images. However,<br />
the patient receives higher radiation dose in this case. In this paper, we use our robust 3D framework to segment vertebral<br />
bodies (VBs) in clinical computed tomography (CT) images with different noise levels. The Matched filter is employed<br />
to detect the VB region automatically. In the graph cuts method, a VB (object) and surrounding organs (background) are<br />
represented using a gray level distribution models which are approximated by a linear combination of Gaussians (LCG).<br />
Initial segmentation based on the LCG models is then iteratively refined by using Markov Gibbs random field(MGRF)<br />
with analytically estimated potentials. Experiments on the data sets show that the proposed segmentation approach is more<br />
accurate and robust than other known alternatives.<br />
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