Research Exposure
Selected publications and research work in medical imaging AI.
Knowledge distillation-based lightweight MobileNet model for diabetic retinopathy classification
Scientific Reports
Dec 5, 2025
DOI: 10.1038/s41598-025-30893-7Proposed a lightweight MobileNet-based student model for DR screening with strong accuracy on APTOS 2019.
Diabetic retinopathy screening using machine learning: a systematic review
BMC Biomedical Engineering
Sep 2, 2025
DOI: 10.1186/s42490-025-00098-0Reviewed datasets, preprocessing techniques, and ML/DL progress for DR screening, highlighting challenges and future directions.
Location based recommendation system using transformer based sentiment analysis and similarity measuring metrics
Technology Analysis & Strategic Management
Jun 23, 2025
DOI: 10.1080/09537325.2025.2521696Developed a transformer-based sentiment analysis approach for location recommendation and similarity scoring.
Assessing climate and land use impacts on surface water yield using remote sensing and machine learning
Scientific Reports
May 27, 2025
DOI: 10.1038/s41598-025-03493-8Applied remote sensing and ML to assess climate and land-use impacts on surface water yield.
GeoRSA: Geospatial Recommendation System using Sentimental Analysis
PDGC 2022 (Conference Paper)
2022
Conference paper on geospatial recommendation using sentiment analysis and similarity metrics.