RSBuilding: Towards General Remote Sensing Image Building Extraction and Change Detection with Foundation Model

arXiv:2403.07564v2 Announce Type: replace
Abstract: The intelligent interpretation of buildings plays a significant role in urban planning and management, macroeconomic analysis, population dynamics, etc. Remote sensing image building interpretation primarily encompasses building extraction and change detection. However, current methodologies often treat these two tasks as separate entities, thereby failing to leverage shared knowledge. Moreover, the complexity and diversity of remote sensing image scenes pose additional challenges, as most algorithms are designed to model individual small datasets, thus lacking cross-scene generalization. …

abstract analysis arxiv building buildings change cs.cv current detection dynamics etc extraction foundation foundation model general however image intelligent interpretation management planning population role sensing tasks type urban urban planning