“…Given the prominence of the CSF as a building block of spatial vision, obtaining accurate CSF estimates is essential (Glassman et al, 2024;Hou et al, 2010;Lesmes, Lu, Baek, & Albright, 2010). We extracted key CSF attributes at the upper vertical, lower vertical, and horizontal meridian (Figure 1a,c), using Hierarchical Bayesian Modeling (HBM; Methods and Figure S1), which enables accurate and precise CSF estimates with relatively few observations (Zhao, Lesmes, Hou, & Lu, 2021): Peak-CS is the maximum contrast sensitivity, peak-SF is the SF corresponding to the peak-CS and thus the most preferred SF, and bandwidth is the width of the CSF (cutoff-SF -the highest perceivable SF-and AULCSF -area under the log CSF, the total sensitivityare in Supporting Information) We found that across polar angle locations, the shape of the CSF is constant, but that sensitivity (e.g., peak-CS and peak-SF) is higher at the horizontal than the vertical (HVA), and at the lower than the upper vertical meridian (VMA), consistent with the two studies from our group that have measured CSF attributes around polar angle (Jigo et al, 2023;Kwak et al, 2024).…”