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Author

A. Parvathy

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Open access 2026

A Multimodal Weighted-Fusion Framework for Real-Time Suspicious Activity Detection Using EfficientNet-B0, MediaPipe Pose Landmarks, and XGBoost

Detecting suspicious human activity in indoor surveillance environments is a safety-critical task where reliance on a single visual modality consistently leads to performance degradation under real-world conditions. Appearance-based convolutional models struggle with lighting variation and cluttered backgrounds, while...

Samala Sai Sagar Reddy, Sadu Chandra Vamsi, A. Parvathy · 0 citations
Open access Sep 2026

Robust vision transformer adaptation for UAV imagery

A comprehensive empirical evaluation of lightweight label-free test-time adaptation (TTA) methods for improving the robustness of ViTs under such deployment conditions is presented, systematically comparing consistency-based self-supervision (MEMO) and entropy minimization (TENT) across datasets with varying classifica...

Jagan Murugesan, P. Vijitha, L. J. Vinita et al. · 0 citations

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