Yihao

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Yihao Liu

Ph.D. student in the Departement of Electrical and Computer Engineering

Clark Hall 204, Johns Hopkins University, 3400 N. Charles Street, Baltimore, MD 21218

Email: yliu236@jhu.edu

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Biography

I am second year Ph.D. student from the Department of Electrical and Computer Engineering at the Johns Hopkins University.

Starting from Summer 2017, I work in the Image Analysis and Communications Lab (IACL) and my advisor is Jerry Prince.

Research Interests

• Retinal layer segmentation in Optical Coherence Tomography (OCT).

• Image processing in Optical Coherence Tomography Angiography (OCT-A)

Education

• Master of Science in Engineering, Electrical and Computer Engineering, Johns Hopkins University, MD, US, May 2018
• Bachelor of Engineering, Electrical Engineering, Zhejiang University, Zhejiang, China, July 2016

Publications

• He, Y., Carass, A., Liu, Y., Jedynak, B.M., Solomon, S.D., Saidha, S., Calabresi, P.A. and Prince, J.L., 2019, October. Fully Convolutional Boundary Regression for Retina OCT Segmentation. In International Conference on Medical Image Computing and Computer-Assisted Intervention (pp. 120-128). Springer, Cham.

• He, Y., Carass, A., Liu, Y., Jedynak, B.M., Solomon, S.D., Saidha, S., Calabresi, P.A. and Prince, J.L., 2019. Deep learning based topology guaranteed surface and MME segmentation of multiple sclerosis subjects from retinal OCT. Biomedical optics express, 10(10), pp.5042-5058.

• Liu, Y., Carass, A., He, Y., Antony, B.J., Filippatou, A., Saidha, S., Solomon, S.D., Calabresi, P.A. and Prince, J.L., 2019. Layer boundary evolution method for macular OCT layer segmentation. Biomedical optics express, 10(3), pp.1064-1080.

• Liu, Y., Carass, A., Filippatou, A., He, Y., Solomon, S.D., Saidha, S., Calabresi, P.A. and Prince, J.L., 2019, April. Projection Artifact Suppression For Inner Retina In Oct Angiography. In 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019) (pp. 592-596). IEEE.

• Liu, Y., Carass, A., Solomon, S.D., Saidha, S., Calabresi, P.A. and Prince, J.L., 2018, April. Multi-layer fast level set segmentation for macular OCT. In Biomedical Imaging (ISBI 2018), 2018 IEEE 15th International Symposium on (pp. 1445-1448). IEEE.

• Liu, Y., Gao, H., Zhuge, J. and Zhao, W., Crystal Instruments Corp, 2018. Vibration image acquisition and processing. U.S. Patent 9,922,428.

• Liu, Y., Gao H., Zhuge J., Zhao J. (2017) Research of Under-Sampling Technique for Digital Image Correlation in Vibration Measurement. In: Harvie J., Baqersad J. (eds) Shock & Vibration, Aircraft/Aerospace, Energy Harvesting, Acoustics & Optics, Volume 9. Conference Proceedings of the Society for Experimental Mechanics Series. Springer, Cham.