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Author

P. J. Janani Pappu

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2 papers indexed here

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Open access Oct 2026

An optimized deep learning framework for temporally stable real-time face detection in unconstrained video streams

Face detection in real-time video streams remains challenging because of dynamic variations in illumination, pose, motion blur, and partial occlusion. This paper proposes an optimized deep learning framework that integrates YOLOv12-based face localization, capsule-based pose-aware region-of-interest representation, Dee...

P. J. Janani Pappu, B. Devanthan · 0 citations
Open access Jul 2026

Hybrid Adaptive Face Recognition Framework (HAFRF): A Machine Learning Approach Integrating YOLOv11, FaceNet, Adaptive PCA, and Support Vector Machine

Experimental analysis shows that HAFRF is superior to the conventional machine learning techniques in terms of recognition accuracy, precision, recall, F1_score and processing time and the framework's ability to recognize faces in unconstrained environments is enhanced.

P. J. Janani Pappu, B. Devanathan · 0 citations

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