Lumnitz_et_al_2021

Lumnitz S, Devisscher T, Mayaud JR, et al (2021) Mapping trees along urban street networks with deep learning and street-level imagery. ISPRS Journal of Photogrammetry and Remote Sensing 175:144–157. https://doi.org/10.1016/j.isprsjprs.2021.01.016

---

Keywords: deep learning, street-level images, urban forest, Google Street View

A lot of applications of deep learning at street-level with urban trees including greenery indexes, species Ids, precise locations, changes over time, etc. But most approaches still require secondary data sources. Successfully identified trees in the landscape and their locations using GSV.