Characterizing visual cortical magnification with topological smoothing and optimal transportation

Yujian Xiong; Yanshuai Tu; Zhong-lin Lu; Yalin Wang

doi:10.1117/12.2653656

3 April 2023 Characterizing visual cortical magnification with topological smoothing and optimal transportation

Yujian Xiong, Yanshuai Tu, Zhong-lin Lu, Yalin Wang

Proceedings Volume 12464, Medical Imaging 2023: Image Processing; 124641Z (2023) https://doi.org/10.1117/12.2653656
Event: SPIE Medical Imaging, 2023, San Diego, California, United States

Conference Poster

Abstract

Human vision has different concentration on visual fields. Cortical magnification factor (CMF) is a popular measurement on visual acuity and cortex concentration. In order to achieve thorough measurement of CMF across the whole visual field, we propose a method to measure planar CMF upon retinotopic maps generated by pRF decoding, with help of our proposed methods: optimal transportation and topological smoothing. The optimal transportation re-calculates vertex location in retinotopic mapping, and topological smoothing guarantees topological conditions in retinotopic maps, which allow us to calculate planar CMF with the proposed 1-ring patch method. The pipeline was applied to the HCP 7T dataset, giving new planar results on CMF measurement across all 181 subjects, which illustrate novel concentration behavior on visual fields and their individual difference.

Citation Download Citation

Yujian Xiong, Yanshuai Tu, Zhong-lin Lu, and Yalin Wang "Characterizing visual cortical magnification with topological smoothing and optimal transportation", Proc. SPIE 12464, Medical Imaging 2023: Image Processing, 124641Z (3 April 2023); https://doi.org/10.1117/12.2653656

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