Research

Selected research papers across natural language processing and intelligent computer vision systems.

2025 · Low-Resource NLP / Dialect Modeling

Dialect-Conditioned Neural Machine Translation for Gujarati Varieties Using Lightweight Adapters

A Gujarati translation study that conditions NMT behavior for dialect variation using lightweight adapters, improving adaptability without fully retraining the base model.

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2025 · Video Understanding / Public Safety AI

A Real-Time Intelligent Video Surveillance Framework for Automated Violence Detection Using Advanced Deep Learning Architectures

A real-time surveillance framework for automated violence detection using deep learning architectures tuned for fast and reliable scene-level threat recognition.

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