1. An image compression method, comprising: determining a texture direction of a to-be-processed image; and performing amplitude decreasing processing on a frequency domain coefficient or a quantization coefficient of the to-be-processed image according to the texture direction, wherein the frequency domain coefficient is a coefficient obtained after the image is transformed, and the quantization coefficient is a coefficient obtained after the frequency domain coefficient is quantized.