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Author

Subrata Sinha

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Open access Aug 2026

A Convolutional Neural Network (CNN)- based Approach for Lung Cancer Detection Leveraging Classical Edge Detection Techniques: An AI-based Retrospective Study

The integration of edge detection with CNN-based analysis effectively enhances the classification of lung cancer histopathological images, suggesting its potential suitability for highlighting morphological boundaries in tissue sections.

Saurav Mali, Ankur Mukherjee, Biren P. Parikh et al. · 0 citations
Open access Jul 2026

Precision lung cancer classification using convolutional neural networks with enhanced image pre-processing and model optimization.

Comparative evaluations revealed that pre-processed images significantly improved classification consistency and accuracy, highlighting the benefits of color normalization techniques and Particle Swarm Optimization was employed for hyperparameter tuning.

Subrata Sinha, Saurav Mali, S. Rajkhowa et al. · 0 citations

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