Jamuna S Murthy

Jamuna S Murthy

Assistant Professor, Ramaiah Institute of Technology — vision–language models, scalable AI systems, and controllable image generation.

Multimedia Video Analytics using Deep Hybrid Fusion Algorithm

Jamuna S. Murthy, Siddesh G. M.

Multimedia Tools and Applications (Springer), 2025

Figure from Multimedia Video Analytics using Deep Hybrid Fusion Algorithm

Introduces a Deep Hybrid Fusion (DHF) algorithm for multimodal video analytics by integrating text, image, and audio features. The framework uses BiLSTM-based modality representation and attention-based fusion to achieve superior performance (95.84% accuracy) across benchmark datasets for humor detection and multimodal understanding.

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