Nipun Batra

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. We posit that in expert domains like r...