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Xiang Sean Zhou

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Recent Articles
11.
Xing X, Jin L, Li Q, Yang Q, Han H, Xu C, et al.
Brain Behav . 2020 Jan; 10(2):e01499. PMID: 31893565
Object: Obsessive-compulsive disorder (OCD) is a mental disease in which people experience uncontrollable and repetitive thoughts or behaviors. Clinical diagnosis of OCD is achieved by using neuropsychological assessment metrics, which...
12.
Yan Z, Zhan Y, Peng Z, Liao S, Shinagawa Y, Zhang S, et al.
IEEE Trans Med Imaging . 2016 Feb; 35(5):1332-1343. PMID: 26863652
In general image recognition problems, discriminative information often lies in local image patches. For example, most human identity information exists in the image patches containing human faces. The same situation...
13.
Liao S, Zhan Y, Dong Z, Yan R, Gong L, Zhou X, et al.
IEEE Trans Med Imaging . 2016 Feb; 35(7):1658-69. PMID: 26849859
Lumbar spondylolisthesis is one of the most common spinal diseases. It is caused by the anterior shift of a lumbar vertebrae relative to subjacent vertebrae. In current clinical practices, staging...
14.
Yan Z, Zhan Y, Peng Z, Liao S, Shinagawa Y, Metaxas D, et al.
Inf Process Med Imaging . 2015 Jul; 24:449-61. PMID: 26221694
Automatic medical image analysis systems often start from identifying the human body part contained in the image; Specifically, given a transversal slice, it is important to know which body part...
15.
Zhan Y, Maneesh D, Harder M, Zhou X
Med Image Comput Comput Assist Interv . 2013 Jan; 15(Pt 1):141-8. PMID: 23285545
A clinically acceptable auto-spine detection system, i.e., localization and labeling of vertebrae and inter-vertebral discs, is required to have high robustness, in particular to severe diseases (e.g., scoliosis) and imaging...
16.
Zhang S, Zhan Y, Dewan M, Huang J, Metaxas D, Zhou X
Med Image Comput Comput Assist Interv . 2011 Oct; 14(Pt 2):451-8. PMID: 21995060
Appearance and shape are two key elements exploited in medical image segmentation. However, in some medical image analysis tasks, appearance cues are weak/misleading due to disease/artifacts and often lead to...
17.
Zhang S, Zhan Y, Dewan M, Huang J, Metaxas D, Zhou X
Med Image Anal . 2011 Oct; 16(1):265-77. PMID: 21963296
Organ shape plays an important role in various clinical practices, e.g., diagnosis, surgical planning and treatment evaluation. It is usually derived from low level appearance cues in medical images. However,...
18.
Zhan Y, Dewan M, Harder M, Krishnan A, Zhou X
IEEE Trans Med Imaging . 2011 Jul; 30(12):2087-100. PMID: 21788183
Diagnostic magnetic resonance (MR) image quality is highly dependent on the position and orientation of the slice groups, due to the intrinsic high in-slice and low through-slice resolutions of MR...
19.
Zhan Y, Dewan M, Zhou X
Inf Process Med Imaging . 2011 Jul; 22:111-22. PMID: 21761650
3D knee magnetic resonance (MR) scout scan is an emerging imaging sequence that facilitates technicians in aligning the imaging planes of diagnostic high resolution MR scans. In this paper, we...
20.
Tao Y, Peng Z, Krishnan A, Zhou X
IEEE Trans Med Imaging . 2010 Sep; 30(2):338-50. PMID: 20876012
In this paper, we propose a learning-based algorithm for automatic medical image annotation based on robust aggregation of learned local appearance cues, achieving high accuracy and robustness against severe diseases,...