Author

A. Sindhu

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Open access Oct 2026

Hierarchical Multi-Scale Feature Fusion Combined with Convolutional Block Attention Modules for Industrial Defect Detection and Classification

Quality control in manufacturing is expensive because the cost of manual inspection is high for several reasons: it is slow, inconsistent, and does not scale. Even control by image processing systems can be very expensive because it works well when everything is under control, i.e. when the lighting is fixed and the de...

S. Arumugam, Saroja M. N., A. Sindhu et al. · Engineering, Technology &amp... · 0 citations

#federated learning Sep 2026

Explainable Federated Learning for Trustworthy Thoracic Disease Detection Under Non-IID Data Distributions

Comparison of SHAP and Grad-CAM attribution maps confirms clinically coherent disease-specific localisation, and reveals monotonic performance degradation, identifying minimal regularisation as optimal for multi-label medical imaging.

S. Arumugam, A. Sindhu, M. N. Saroja et al. · Machine-mediated learning · 0 citations