Get Your Embedding Space in Order: Domain-Adaptive Regression for Forest Monitoring

arXiv:2405.00514v1 Announce Type: new
Abstract: Image-level regression is an important task in Earth observation, where visual domain and label shifts are a core challenge hampering generalization. However, cross-domain regression with remote sensing data remains understudied due to the absence of suited datasets. We introduce a new dataset with aerial and satellite imagery in five countries with three forest-related regression tasks. To match real-world applicative interests, we compare methods through a restrictive setup where no prior on the target domain is …

abstract aerial arxiv challenge core cs.cv data dataset datasets domain earth earth observation embedding however image monitoring observation regression sensing space type visual