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Author

J. J. Nair

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Open access Aug 2026

Adaptive dual backbone feature fusion with compact latent representation learning for pap smear image classification

Cervical cancer is highly preventable when precancerous cytological abnormalities are identified early; however, manual Pap smear assessment remains labour-intensive, time-consuming, and prone to inter-observer variability. Automated cervical cytology is also challenging because Pap smear cell images often exhibit subt...

J. V. Panicker, G. Gopakumar, J. J. Nair · 0 citations
Open access Jul 2026

A Lightweight Conformer-Based Framework for Medical Image Classification

A pretrained lightweight Conformer model tailored for medical image classification that integrates convolutional layers for capturing fine-grained spatial features with transformer blocks that capture long-range dependencies, creating a unified architecture capable of robust representation learning.

Sreelekshmi Vijayasree, Adithya K. Krishna, Akarsh S. Nair et al. · 0 citations

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