Abstract: Highlights•We propose a frequency domain learning network to accurately screen PD.•We construct a module to target specific retinal structures.•This paper uses visual methods to explore SRM’s focus and interpret the PD screening.•Results suggest the retina could be a valuable tool for assessing PD.•Experiments validate our model’s effectiveness on two public datasets.
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