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L. C.

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Open access Aug 2026

An Attention-Enhanced Lightweight CNN Framework with MTCNN Detection and TripletEmbedding Recognition for Occlusion-Robust Automated Attendance from Surveillance Video

An Attention-Enhanced Lightweight CNN framework that couples MTCNN multi-scale face detection with a CBAM (Convolutional Block Attention Module) augmented MobileFace-style backbone trained under triplet loss to produce compact, discriminative 128-dimensional face embeddings from surveillance video is proposed.

K. B, L. C. · 0 citations
Open access Jul 2026

A Hybrid CNN-BiLSTM Attention-Based Framework for Intelligent Intrusion Detection

A novel Hybrid CNN-BiLSTM Attention-based Ensemble Framework (CBAF) that unifies three complementary representations of network traffic and incorporates SMOTE-based oversampling to counter the severe class imbalance found in benchmark intrusion datasets.

Vishwaradhya K., Annappa S. S., L. C. · 0 citations

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