Milk adulteration is a growing public-health concern, as toxic substances such as urea, detergent, caustic soda, starch, formalin, and synthetic oils are commonly added to milk. Conventional laboratory testing is slow, costly, and poorly suited to decentralised use. This work proposes an IoT-based machine learning appr...
K. Himabindu, Bharat Tank, Soumya Das et al.· BIO Web of Conferences· 0 citations
Background: COVID-19 diagnostic capacity remains limited in low- and middle-income countries (LMICs). Prior edge-AI benchmarking studies for COVID-19 chest X-ray (CXR) classification often compress proposed models more aggressively than baselines, introducing a systematic optimism bias. Methods: We apply an identical t...
Bharat Tank· Natural Resources for Human...· 0 citations
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