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The manuscript presented an analysis of the work in the field of eye-trackingover the past ten years in the low-cost filed. We researched in detail themethods, algorithms, and developed hardware. To realization, this task weconsidered the commercial eye-tracking systems with hardware and software andFree software. Additionally, the manuscript considered advances in the neuralnetwork fields for eye-tracking tasks and problems which hold back thedevelopment of the low-cost eye-tracking system. special attention in themanuscript is given to recommendations for further research in the field ofeye-tracking devices in the low-cost field.

A review of the low-cost eye-tracking systems for 2010-2020