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Feature stabilization in convolutional neural networks using Proportional Integral Controller for lung nodule classification

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Feature stabilization in convolutional neural networks using Proportional Integral Controller for lung nodule classification

V. Sangeetha et al · Frontiers Media S.A · 2026 · ISSN 2624-8212

IntroductionReliable classification of lung nodules from computed tomography (CT) images remains a challenging problem due to variations in image intensity, noise, and unstable feature representations during deep network...

LCC LCC:Electronic computers. Computer scienceIdioma eng

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Multi-FusNet–convolutional neural network with improved Huber loss function for plant leaf disease detection and classification

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Multi-FusNet–convolutional neural network with improved Huber loss function for plant leaf disease detection and classification

B. S. Shruthi et al · Frontiers Media S.A · 2026 · ISSN 1664-462X

BackgroundRecently, plant disease detection and classification have become major concerns in agriculture. Early detection of plant diseases supports farmers to take precautionary actions to prevent the spread of infectio...

LCC TENDOlBsYW50IGN1bHR1cmU~Idioma eng

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Skin tumor identification by means of convolutional neural network and improved gray wolf optimizer

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Skin tumor identification by means of convolutional neural network and improved gray wolf optimizer

Mei Ou et al · Frontiers Media S.A · 2026 · ISSN 2234-943X

IntroductionEarly and accurate diagnosis of skin cancer has a huge impact on the survival rate of patients and deep learning-based CNN and dermatologists' intelligence support can fasten the diagnosis not only within the...

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An improved deep convolutional residual network for daily precipitation downscaling and future projections in the Western source region of the South-to-North water diversion project

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An improved deep convolutional residual network for daily precipitation downscaling and future projections in the Western source region of the South-to-North water diversion project

Lingling Ni et al · Frontiers Media S.A · 2026 · ISSN 2624-9375

Downscaling is a critical step to bridge the gap between large-scale climate information and local-scale impact assessments. However, steep and complex mountainous terrain induces highly heterogeneous local-scale meteoro...

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HyRA-CXR: a hybrid residual–attention deep network for chest X-ray classification

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HyRA-CXR: a hybrid residual–attention deep network for chest X-ray classification

Ahmeed Suliman Farhan et al · Frontiers Media S.A · 2026 · ISSN 2624-8212

Chest X-ray (CXR) interpretation is essential for diagnosing pulmonary diseases, yet manual reading remains slow and prone to human error, especially in high-volume or resource-limited settings. To address delayed diagno...

LCC LCC:Electronic computers. Computer scienceIdioma eng

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