Aperture: Training-Free Multiscale Concept Bottlenecks for Remote Sensing

While earth observation models have advanced substantially, they still lack interpretability. While concept-bottleneck models provide interpretability and expert interaction, they are either too expensive to train for the remote sensing domain or perform poorly without annotation.