**4. CNN Haze Classification Method**

The convolutional neural network used in this research adopts an end-to-end idea. Therefore, the final training process is to fit this mapping relationship using a haze satellite remote sensing image as input, and the haze concentration level as output. The specific algorithm flow is shown in Figure 3.

**Figure 3.** Convolutional neural network (CNN) haze classification flow chart.
