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Swimming Pool Identification from Satellite Imagery
Benchmarking YOLOv3 and SAM-GEO for detecting residential swimming pools in high-resolution satellite images over Belo Horizonte, Brazil.
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Detecting Trees in Urban Spaces from Aerial Imagery
Comparing YOLO V3, YOLO V5, and SAM-GEO for automated tree detection in high-resolution UAV imagery.
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How Well Do Zero-Shot Models Work on Satellite Data?
An extensive benchmark of CLIP, BLIP, and OpenCLIP foundation models on satellite and aerial image classification tasks, revealing surprising gaps and prompt engineering strategies.
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How Robust Are Neural Networks Modeling Electric Motors?
A NeurIPS 2022 RobustSeq study of how deep models of electric-motor time series hold up under noise, perturbation, and fault conditions — and why that matters for robotic actuators.
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Detecting Overhanging Trees on Residential Roofs
Exploring multiple approaches---from UNet segmentation to unsupervised methods---for identifying trees that overhang roof structures in aerial imagery.