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Author

Bharat Tank

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Conference Open access 2026

A hybrid IoT-machine learning framework for real-time detection and classification of milk adulterants

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. · 0 citations
Aug 2026

Fair Compression Benchmarking, Calibration-Aware Uncertainty Quantification, and Radiologist-Validated Explainability for Trustworthy Edge-Deployed COVID-19 Chest X-Ray Screening

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 · 0 citations

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