Dr. Zhiyun Xue Profile

Dr. Zhiyun Xue

Staff Scientist at U.S. National Library of Medicine

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Publications (22)

Proceedings Article | 2 April 2024 Presentation + Paper

Cleaning and harmonizing medical image data for reliable AI: Lessons learned from longitudinal oral cancer natural history study data

Zhiyun Xue, Tochi Oguguo, Kelly Yu, Tseng-Cheng Chen, Chun-Hung Hua, Chung Jan Kang, Chih-Yen Chien, Ming-Hsui Tsai, Cheng-Ping Wang, Anil Chaturvedi, Sameer Antani

Proceedings Volume 12931, 129310E (2024) https://doi.org/10.1117/12.3005875

KEYWORDS: Machine learning, Mouth, Cancer, Medical imaging, Deep learning, Data corrections, Quality control

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Proceedings Article | 4 April 2022 Presentation + Paper

Oral cavity anatomical site image classification and analysis

Zhiyun Xue, Paul Pearlman, Kelly Yu, Anabik Pal, Tseng-Cheng Chen, Chun-Hung Hua, Chung Jan Kang, Chih-Yen Chien, Ming-Hsui Tsai, Cheng-Ping Wang, Anil Chaturvedi, Sameer Antani

Proceedings Volume 12037, 120370E (2022) https://doi.org/10.1117/12.2611541

KEYWORDS: Cancer, Image classification, Visualization, Mouth, Image analysis, Feature extraction

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Proceedings Article | 2 March 2022 Presentation + Paper

Analysis of digital noise reduction methods on classifiers used in automated visual evaluation

Zhiyun Xue, Sandeep Angara, David Levitz, Sameer Antani

Proceedings Volume 11950, 1195008 (2022) https://doi.org/10.1117/12.2610235

KEYWORDS: Cervix, Image quality, Denoising, RGB color model, Visualization, Image classification, Imaging devices, Performance modeling, Image denoising, Image analysis

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Proceedings Article | 2 March 2020 Presentation + Paper

Deep learning for nuclei segmentation and cell classification in cervical liquid based cytology

Jie Zou, Zhiyun Xue, Gregory Brown, Rodney Long, Sameer Antani

Proceedings Volume 11318, 1131811 (2020) https://doi.org/10.1117/12.2549547

KEYWORDS: Image segmentation, Cell biology, Cervical cancer, Convolutional neural networks, Liquids, Image classification, Feature extraction, Feature selection, Data modeling, Visualization

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Proceedings Article | 2 March 2020 Presentation + Paper

Anatomical landmark segmentation in uterine cervix images using deep learning

Peng Guo, Zhiyun Xue, L. Rodney Long, Sameer Antani

Proceedings Volume 11318, 1131810 (2020) https://doi.org/10.1117/12.2549267

KEYWORDS: Image segmentation, Cervix, Visualization, Data modeling, Cervical cancer, Image quality, Data acquisition, Machine learning, Convolutional neural networks

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Proceedings Article | 6 March 2018 Paper

Using deep learning for detecting gender in adult chest radiographs

Zhiyun Xue, Sameer Antani, L. Rodney Long, George Thoma

Proceedings Volume 10579, 105790D (2018) https://doi.org/10.1117/12.2293027

KEYWORDS: Chest imaging, Feature selection, Feature extraction, X-rays, Algorithm development

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Proceedings Article | 6 March 2018 Paper

Localizing tuberculosis in chest radiographs with deep learning

Zhiyun Xue, Stefan Jaeger, Sameer Antani, L. Rodney Long, Alexandros Karargyris, Jenifer Siegelman, Les Folio, George Thoma

Proceedings Volume 10579, 105790U (2018) https://doi.org/10.1117/12.2293022

KEYWORDS: Chest imaging, Lung, Image segmentation, X-rays, Image classification

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Proceedings Article | 27 February 2018 Presentation + Paper

Comparing deep learning models for population screening using chest radiography

R. Sivaramakrishnan, Sameer Antani, Sema Candemir, Zhiyun Xue, Joseph Abuya, Marc Kohli, Philip Alderson, George Thoma

Proceedings Volume 10575, 105751E (2018) https://doi.org/10.1117/12.2293140

KEYWORDS: Performance modeling, Data modeling, Statistical modeling, Lung, Chest imaging, Feature extraction, Computer aided diagnosis and therapy, Image segmentation

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Proceedings Article | 13 March 2017 Presentation + Paper

Local-global classifier fusion for screening chest radiographs

Meng Ding, Sameer Antani, Stefan Jaeger, Zhiyun Xue, Sema Candemir, Marc Kohli, George Thoma

Proceedings Volume 10138, 101380A (2017) https://doi.org/10.1117/12.2252459

KEYWORDS: Medical research, Chest imaging, Imaging informatics, Classification systems, Radiology, Systems modeling, Probability theory, Diagnostics and therapeutics, Medical imaging, Optimal decision systems, Information fusion, Medicine, Lung, Feature extraction, Biomedical optics, Image segmentation

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Proceedings Article | 13 March 2017 Paper

Automatic multi-label annotation of abdominal CT images using CBIR

Zhiyun Xue, Sameer Antani, L. Rodney Long, George Thoma

Proceedings Volume 10138, 1013807 (2017) https://doi.org/10.1117/12.2254368

KEYWORDS: Computed tomography, Content based image retrieval, Imaging informatics, Image retrieval, Abdomen, Databases, Kidney, Cervix

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Proceedings Article | 25 March 2016 Paper

Improving face image extraction by using deep learning technique

Zhiyun Xue, Sameer Antani, L. Long, Dina Demner-Fushman, George Thoma

Proceedings Volume 9789, 97890J (2016) https://doi.org/10.1117/12.2216278

KEYWORDS: Convolutional neural networks, Databases, Image classification, Neural networks, Detection and tracking algorithms, Image filtering, MATLAB

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Proceedings Article | 24 March 2016 Paper

Automatic heart localization and radiographic index computation in chest x-rays

Sema Candemir, Stefan Jaeger, Wilson Lin, Zhiyun Xue, Sameer Antani, George Thoma

Proceedings Volume 9785, 978517 (2016) https://doi.org/10.1117/12.2217209

KEYWORDS: Heart, Chest imaging, Lung, CAD systems, X-rays, Image segmentation, Medicine, Detection and tracking algorithms, Spine, Data modeling, Solid modeling

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Proceedings Article | 17 March 2015 Paper

Extraction of endoscopic images for biomedical figure classification

Zhiyun Xue, Daekeun You, Suchet Chachra, Sameer Antani, L. Long, Dina Demner-Fushman, George Thoma

Proceedings Volume 9418, 94180P (2015) https://doi.org/10.1117/12.2081033

KEYWORDS: Endoscopy, Tissues, Feature extraction, Photography, Image filtering, Biomedical optics, Tissue optics, Image classification, Visualization, Binary data

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Proceedings Article | 24 March 2014 Paper

Extraction and labeling high-resolution images from PDF documents

Suchet Chachra, Zhiyun Xue, Sameer Antani, Dina Demner-Fushman, George Thoma

Proceedings Volume 9021, 90210Q (2014) https://doi.org/10.1117/12.2042336

KEYWORDS: Feature extraction, Image resolution, Biomedical optics, Image processing, Visualization, Image retrieval, Standards development, Medicine, Chemical elements, Content based image retrieval

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Proceedings Article | 19 March 2014 Paper

Classification of visual signs in abdominal CT image figures in biomedical literature

Zhiyun Xue, Daekeun You, Sameer Antani, L. Rodney Long, Dina Demner-Fushman, George Thoma

Proceedings Volume 9039, 90390L (2014) https://doi.org/10.1117/12.2043045

KEYWORDS: Visualization, Feature extraction, Radiology, Biomedical optics, Computed tomography, Image segmentation, Medical imaging, Feature selection, Image classification, Image quality

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Proceedings Article | 25 March 2011 Paper

Is there a need for biomedical CBIR systems in clinical practice? Outcomes from a usability study

Sameer Antani, Zhiyun Xue, L. Rodney Long, Deborah Bennett, Sarah Ward, George Thoma

Proceedings Volume 7967, 796708 (2011) https://doi.org/10.1117/12.878268

KEYWORDS: Cervix, Image segmentation, Visualization, Cervical cancer, Biomedical optics, Medicine, Databases, Image retrieval, Medical research, Cancer

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Proceedings Article | 12 March 2010 Paper

Web-accessible cervigram automatic segmentation tool

Zhiyun Xue, Sameer Antani, L. Rodney Long, George Thoma

Proceedings Volume 7628, 76280Z (2010) https://doi.org/10.1117/12.844336

KEYWORDS: Image segmentation, MATLAB, Java, Algorithm development, Cervix, Image compression, Tissues, Image processing algorithms and systems, Medical imaging, Human-machine interfaces

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Proceedings Article | 27 March 2009 Paper

Segmentation of mosaicism in cervicographic images using support vector machines

Zhiyun Xue, L. Rodney Long, Sameer Antani, Jose Jeronimo, George Thoma

Proceedings Volume 7259, 72594X (2009) https://doi.org/10.1117/12.812318

KEYWORDS: Image segmentation, Cervix, Medicine, Cancer, Feature extraction, Image filtering, Visualization, Cervical cancer, Mosaic detectors, Transform theory

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Proceedings Article | 11 March 2008 Paper

Tissue classification using cluster features for lesion detection in digital cervigrams

Xiaolei Huang, Wei Wang, Zhiyun Xue, Sameer Antani, L. Rodney Long, Jose Jeronimo

Proceedings Volume 6914, 69141Z (2008) https://doi.org/10.1117/12.771088

KEYWORDS: Image segmentation, Tissues, Cervix, Image classification, RGB color model, Library classification systems, Databases, Visualization, Cancer, Communication engineering

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Proceedings Article | 11 March 2008 Paper

A web-accessible content-based cervicographic image retrieval system

Zhiyun Xue, L. Rodney Long, Sameer Antani, Jose Jeronimo, George Thoma

Proceedings Volume 6919, 691907 (2008) https://doi.org/10.1117/12.769440

KEYWORDS: Image retrieval, Databases, Feature extraction, Cervix, Visualization, Medical imaging, Tissues, Cancer, Prototyping, Cervical cancer

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Proceedings Article | 3 March 2007 Paper

Comparative performance analysis of cervix ROI extraction and specular reflection removal algorithms for uterine cervix image analysis

Zhiyun Xue, Sameer Antani, L. Rodney Long, Jose Jeronimo, George Thoma

Proceedings Volume 6512, 65124I (2007) https://doi.org/10.1117/12.709588

KEYWORDS: Cervix, Image segmentation, Visualization, Specular reflections, Image analysis, Cervical cancer, Detection and tracking algorithms, Cameras, Optical inspection, Medicine

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Proceedings Article | 15 March 2006 Paper

Lesion margin analysis for automated classification of cervical cancer lesions

Viara Van Raad, Zhiyun Xue, Holger Lange

Proceedings Volume 6144, 614454 (2006) https://doi.org/10.1117/12.651119

KEYWORDS: Image segmentation, Cervical cancer, Cancer, RGB color model, Image processing algorithms and systems, Cameras, Cervix, Image analysis, Diagnostics, Computer aided diagnosis and therapy

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Showing 5 of 22 publications

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