4 papers
Agricultural Landscape Understanding At Country-Scale
Radhika Dua, Aditi Agarwal, Aishwarya Jayagopal +12
Comprehensive agricultural landscape understanding is critical for addressing global challenges in food security, climate change, and resource management. This requires mapping not…
Segmentation-Aware Latent Diffusion for Satellite Image Super-Resolution: Enabling Smallholder Farm Boundary Delineation
Aditi Agarwal, Anjali Jain, Nikita Saxena +7
Delineating farm boundaries through segmentation of satellite images is a fundamental step in many agricultural applications. The task is particularly challenging for smallholder f…
Max-Sliced Wasserstein Distance and its use for GANs
Ishan Deshpande, Yuan-Ting Hu, Ruoyu Sun +6
Generative adversarial nets (GANs) and variational auto-encoders have significantly improved our distribution modeling capabilities, showing promise for dataset augmentation, image…
Farm-Level, In-Season Crop Identification for India
Ishan Deshpande, Amandeep Kaur Reehal, Chandan Nath +20
Accurate, timely, and farm-level crop type information is paramount for national food security, agricultural policy formulation, and economic planning, particularly in agricultural…