16 citations · 44 across the 9 of their papers we have counts for
10 papers
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture
Rutuja Gurav, Het Patel, Zhuocheng Shang +4
Climate change is increasingly disrupting worldwide agriculture, making global food production less reliable. To tackle the growing challenges in feeding the planet, cutting-edge m…
Object Delineation in Satellite Images
Zhuocheng Shang, Ahmed Eldawy
Machine learning is being widely applied to analyze satellite data with problems such as classification and feature detection. Unlike traditional image processing algorithms, geosp…
Spatial Parquet: A Column File Format for Geospatial Data Lakes [Extended Version]
Majid Saeedan, Ahmed Eldawy
Modern data analytics applications prefer to use column-storage formats due to their improved storage efficiency through encoding and compression. Parquet is the most popular file…
Spatial Data Generators
Tin Vu, Sara Migliorini, Ahmed Eldawy +1
This gem describes a standard method for generating synthetic spatial data that can be used in benchmarking and scalability tests. The goal is to improve the reproducibility and in…
Uncertainty Aware Wildfire Management
Tina Diao, Samriddhi Singla, Ayan Mukhopadhyay +3
Recent wildfires in the United States have resulted in loss of life and billions of dollars, destroying countless structures and forests. Fighting wildfires is extremely complex. I…
Raptor Zonal Statistics: Fully Distributed Zonal Statistics of Big Raster + Vector Data [Pre-Print]
Samriddhi Singla, Ahmed Eldawy
Recent advancements in remote sensing technology have resulted in petabytes of data in raster format. This data is often processed in combination with high resolution vector data t…