Author

Richa Sharma

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Open access Sep 2026

Efficient Edge-Based Object Detection via Multi-Signal Teacher–Student Knowledge Distillation

A key obstacle to bringing computer vision everywhere, from robots and drones to smart cities and wearable tech, is the difficulty of deploying real-time object detectors on resource-limited edge hardware such as the NVIDIA Jetson Nano, Raspberry Pi 5, and ARM-based mobile processors. State-of-the-art detectors such as...

Richa Sharma, Ashutosh Gupta, Prasun Chakrabarti et al. · International Islamic Univer... · 0 citations

Conference Aug 2026

A Drift-Aware Adaptive Machine Learning Framework for Reliable Clinical Prediction in Dynamic Healthcare Environments

The rise of Machine Learning techniques in healthcare has greatly enhanced the prediction and decision-making tasks. But a key problem is the drift in the statistical characteristics of health care data, causing deterioration of the predictive models. Current solutions either rely on drift detection or retraining strat...

Mansi Mathur, Richa Sharma, Charanjit Singh et al. · International Workshop on Ar... · 0 citations

Open access Sep 2026

Explainable deep learning for Parkinson’s disease detection with DeepNetX2

Parkinson’s disease is a progressive neurodegenerative disease. It has severe effects on motor and speech functions and has an acute need to find precise and interpretable diagnostic tools. In this research, the paper presents a neural network algorithmic representation of Parkinson’s disease detection on the basis of...

Prabhjot Kaur, Richa Sharma, Saurabh Sharma et al. · Intelligent Data Analysis · 0 citations