Towards Scalable Identification of Brick Kilns from Satellite Imagery with Active Learning
Authors: Madhav Kanda, Aditi Agarwal, Nipun Batra
Air pollution is a major global issue, worsened by unregulated brick production. Traditional kiln detection is slow, but AI models help by reducing labeling costs. Using active learning, we identified 700+ kilns in India and deployed a web tool for automatic detection.
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SpiroActive: Active Learning for Efficient Data Acquisition for Spirometry
Authors: Ankita Jain, Madhav Kanda, Nipun Batra
Respiratory illnesses, especially COPD, are a major health burden, causing 3.23M deaths in 2019. Spirometry aids diagnosis but is costly and inaccessible. Wearable spirometry, enhanced by active learning, reduces data collection needs while maintaining model accuracy.
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