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Adeel Ahmad

2 accepted papers

2025

Fields of The World: A Machine Learning Benchmark Dataset for Global Agricultural Field Boundary Segmentation

AAAI 2025technical

Crop field boundaries are foundational datasets for agricultural monitoring and assessments but are expensive to collect manually. Machine learning (ML) methods for automatically extracting field boundaries from remotely sensed images could help realize the demand for these datasets at a global scal…

2025

RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings

CVPR 2025poster

The choice of representation for geographic location significantly impacts the accuracy of models for a broad range of geospatial tasks, including fine-grained species classification, population density estimation, and biome classification. Recent works like SatCLIP and GeoCLIP learn such representa…