Proposing to leverage the value of eye tracking data for image classification. Considering the fitness value and generation number in the rotation angle of quantum genetic algorithm. Sequentially implementing mRMR and SVM-RFE method and incorporating the ranking information of the mRMR selector in the ranking procedure of the SVM-RFE.