WeatherStream: Light Transport Automation of Single Image Deweathering

a) Snowy Input Image (b) Model [57] trained on Previous Dataset (c) Model [57] trained on Our Dataset Figure 1. We propose a new dataset, publicly available, that makes all image-based deweathering models we tested perform better. In contrast to previous datasets, this dataset is not manually collected, but uses algorithms based on "light transport" [29] to automatically curate the dataset. Doing this algorithmically not only improves quality of the dataset, but also the scale. Download the dataset or test your model on the challenge website: