The MREye-Track project aims to introduce a new approach that will address the limitations of current Magnetic Resonance Eye Imaging practice by employing machine learning techniques to raw MRI data (frequency domain) for the automatic identification of i) acquisitions affected by eye movements and ii) gaze direction, to reconstruct a high-quality anatomical image of the eye without additional equipment. By enabling the analysis of both eyes from the same scan and minimizing the need for hospital resources and examination time, MREye-Track will markedly improve the accessibility of ocular MRI.