Beyond WER: Bias-Sensitive Evaluation of Speech-to-Text Systems for Indian Languages (Under Review)
Plant Watering & Monitoring Systems
Deep Learning ~ Medical AI ~ Explainable AI ~ Computer Vision ~ Histopathology Analysis
Reveals hidden performance gaps in speech to text systems across Indian languages that conventional metrics fail to capture. Proposes four novel metrics to better evaluate semantic accuracy, fairness and real world usability.
CASE-Net: A Channel-Attentive Explainable Network for Colorectal Cancer Histopathology Classification(Under Review)
An explainable AI model for colorectal cancer tissue classification, combining multi-scale feature learning with channel attention. It achieves state-of-the-art accuracy while remaining lightweight and clinically interpretable.
A connected IoT system designed to monitor environmental conditions in real time. Enables continuous tracking of air quality through sensor based data collection.
An automated system for monitoring soil conditions and regulating water usage. Designed to improve efficiency and reduce manual intervention in plant care.
Bias & Fairness ~ Speech Systems ~ Evaluation Metrics ~ Inclusive AI
Embedded Systems ~ Automation ~ Control Systems ~ Resource Management
IoT Systems ~ Sensors ~ Environmental Monitoring ~ Data Systems
Air Quality Monitoring System
Beyond WER: Bias-Sensitive Evaluation of Speech-to-Text Systems for Indian Languages (Under Review)
Plant Watering & Monitoring Systems
Deep Learning ~ Medical AI ~ Explainable AI ~ Computer Vision ~ Histopathology Analysis
Reveals hidden performance gaps in speech to text systems across Indian languages that conventional metrics fail to capture. Proposes four novel metrics to better evaluate semantic accuracy, fairness and real world usability.
CASE-Net: A Channel-Attentive Explainable Network for Colorectal Cancer Histopathology Classification(Under Review)
An explainable AI model for colorectal cancer tissue classification, combining multi-scale feature learning with channel attention. It achieves state-of-the-art accuracy while remaining lightweight and clinically interpretable.
A connected IoT system designed to monitor environmental conditions in real time. Enables continuous tracking of air quality through sensor based data collection.
An automated system for monitoring soil conditions and regulating water usage. Designed to improve efficiency and reduce manual intervention in plant care.
Bias & Fairness ~ Speech Systems ~ Evaluation Metrics ~ Inclusive AI
Embedded Systems ~ Automation ~ Control Systems ~ Resource Management
IoT Systems ~ Sensors ~ Environmental Monitoring ~ Data Systems
Air Quality Monitoring System
