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…
MAgSeg: Segmentation of Agricultural Landscapes in High-Resolution Satellite Imagery using Multimodal Large Language Models
Piyush Tiwary, Utkarsh Ahuja, Depanshu Sani +5
Agricultural landscape segmentation in the Global South is challenging as it is characterized by fragmented plots, high intra-class variance, and a scarcity of labeled training dat…
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…
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…