Author

I. I. Ganapathi

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Preprint Aug 2026

AerialYield-B2D: A Greenhouse Blueberry Dataset with Five-Stage Ripeness Masks and Fruit Counts

Blueberry ripeness is judged by berry colour, cluster composition, and the distribution of maturity stages within a plant, however, public green house image resources with dense ripeness-stage masks remain limited. We present AerialYield-B2D, where B2D denotes BlueBerry Dataset, acurated real-image resource containing...

I. I. Ganapathi, Afeefa Azam, Muhammad Owais et al. · 0 citations

#artificial intelligence Preprint Sep 2026

AI-Powered Flare Combustion Efficiency Estimation

This work proposes an innovative solution that combines a lightweight vision-language encoder with a compact multi-layer perceptron to predict combustion efficiency directly from low-cost thermal video footage to achieve high combustion efficiency in flare stacks.

Afeefa Azam, I. I. Ganapathi, Fares Ossama Abdelhafez et al. · 0 citations

#artificial intelligence Open access Aug 2026

Meta-domain adaptive framework for efficient diagnostic assessment of lung infection using CT radiographs

A semantic attention-driven retrieval framework based on a lightweight Meta-Domain Adaptive Segmentation Network (MDA-SN) with an adaptive data normalization strategy to enhance infection detection in cross-dataset analysis and achieves real-time execution.

M. Owais, Taimur Hassan, Naqash Afzal et al. · Scientific Reports · 1 citation