1. An image feature extracting method, comprising: determining a probabilistic model based on pixel values of pixels in a kernel; determining image feature information of a current pixel of the pixels in the kernel; and determining whether to change the image feature information of the current pixel based on a random value and a probability value of the current pixel, the probability value being based on the probabilistic model.