1. Data Collection

For learning, image data was collected using Google Image Search, and data was collected in four categories: road, wet road, snow road and black ice. During the collection process, image data taken in various regions and road environments were obtained, and a total of 2230 image data were collected as shown in Table 1.


**Table 1.** The Number of Image Data.
