► We propose a model that predicts human reaction times in response to natural images. ► We probe the role of statistical properties of images in predicting of reaction times. ► Our model is designed based on these statistical properties of natural images. ► We found a strong correlation between the subjects’ reaction times and the parameters. ► Our results show that the perception latency depends on Weibull β and γ parameters.