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Author

G. Gopakumar

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2 papers indexed here

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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
#artificial intelligence Preprint Sep 2026

Lightweight Vision Transformer Compression for On-Device Plant Disease Detection in Resource-Constrained Agricultural Field Conditions

This work proposes a unified Vision Transformer compression framework that combines Hessian-Balanced Adaptive Block Pruning (H-BAC), guided by second-order sensitivity estimation, with quantization and attention-based knowledge distillation, and systematically identifies the most effective configuration within each com...

M. Kumar, Bhavika Gondi, Desaisetty Venkata Satya Sai Swapnith et al. · 0 citations

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