 dump sites are hard to locate globally. Here the authors apply deep networks to satellite images to provide an effective and low-cost way to detect dump sites with the new methods saving more than 96.8% of the manual time with a strong sensitivity to dump sites. This article was authored by Xi'an Sun, Deng Shuo Yin, Fei Qin, and others.