Dr. Yaqin Lee Profile

Dr. Yaqin Lee

at Wuhan Polytechnic Univ

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Publications (2)

Proceedings Article | 14 February 2020 Paper

A novel algorithm based on mathematical morphology to detect degeneration of spinal images in MRI

Minjun Yang, Juan Hong, Xiaoyue Tang, Yaqin Lee

Proceedings Volume 11431, 114310F (2020) https://doi.org/10.1117/12.2540711

KEYWORDS: Image processing, Magnetic resonance imaging, Image filtering, Digital filtering, Detection and tracking algorithms, Spine, Magnetism, Signal detection, Gaussian filters, Image segmentation

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Recently, diagnosis, therapy and monitoring of human diseases involve a variety of imaging modalities , such as magnetic resonance imaging(MRI),computed tomography(CT),Ultrasound(US) and Positron-emission tomography(PET)as well as a variety of modern optical techniques .The degeneration of lumbar intervertebral disc has become a common disease in modern society. Currently, the most commonly used method is the diagnostic grade based on MRI technology, among which Pfirrmann grading system is most widely used in clinic. The Pfirrmann grading system is mainly based on the measurement of the average height of the lumbar intervertebral disc and the intensity of the signal of the nucleus pulposus and the inner and outer edge of the fiber ring in MR images. With the degeneration of the intervertebral disc, the signal of the inner and outer edge of the annulus also decreases, so the error caused by the method of measuring the average height of the lumbar intervertebral disc is larger. Therefore, we proposed an algorithm based on morphology to detect lumbar intervertebral disc in MRI spinal images. First, the median filter is used to remove noise in MRI and then the lumbar intervertebral disc is extracted through morphological processing. Then, the image is smoothed by combining with gaussian filtering. Finally, the result map of lumbar intervertebral disc is obtained and its area is calculated. In the analysis and comparison of the detection results of the lumbar intervertebral disc, the skeleton extraction diagram of the detection results of the lumbar intervertebral disc was obtained after processing the image of the detection results of the lumbar intervertebral disc with the thinning algorithm. According to the analysis, the degree of laminar disc skeleton and upper and lower vertebral body is as high as 90%. This paper also briefly introduces the application direction of this measurement algorithm in medicine: 1. Improve doctors' ability to detect early lumbar disc degeneration.2. Assist doctors to observe postoperative recovery of patients.

Proceedings Article | 14 February 2020 Paper

Adding identity numbers to deep neural networks

Xiangrui Xu, Yaqin Li, Yunlong Gao, Cao Yuan

Proceedings Volume 11429, 1142910 (2020) https://doi.org/10.1117/12.2540293

KEYWORDS: RGB color model, Digital watermarking, Data modeling, Performance modeling, Neural networks, Intellectual property, Mathematics, Computer science, Process modeling, Visual process modeling

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