AI RESEARCH

Location Is All You Need: Continuous Spatiotemporal Neural Representations of Earth Observation Data

arXiv CS.CV

ArXi:2604.07092v1 Announce Type: new In this work, we present LIANet (Location Is All You Need Network), a coordinate-based neural representation that models multi-temporal spaceborne Earth observation (EO) data for a given region of interest as a continuous spatiotemporal neural field. Given only spatial and temporal coordinates, LIANet reconstructs the corresponding satellite imagery.