Leveraged sparse Street View via generative cross-view fusion to enhance satellite crop monitoring. Orchestrated curation of 1M+ spatiotemporal crop data points across India, aiming for global scale. Impacted millions of farmers via core AI research enabling government optimizing resource allocation.

Harnessed complex multi-sensor data with the Perception team to drive scalable mapping solutions. Filed a patent for a novel GNN based approach achieving performance parity with production baselines.

Architected resilient models capable of generalizing from single sources under volatile domain shifts. Established novel invariant feature mechanisms, culminating in a top-tier publication [WACV'24].