TinyML-Driven On-Device Personalized Human Activity Recognition and Auto-Deployment to Smart Bands. - Bidyut Saha; Riya Samanta; Soumya Kanti Ghosh 001; Ram Babu Roy (AIMLSystems, 2023)

From Wrist to World: Harnessing Wearable IMU Sensors and TinyML to Enable Smart Environment Interactions. - Bidyut Saha; Riya Samanta; Soumya Kanti Ghosh 001; Ram Babu Roy (AIMLSystems, 2023)

BandX : An Intelligent IoT-band for Human Activity Recognition based on TinyML. - Bidyut Saha; Riya Samanta; Soumya K. Ghosh 001; Ram Babu Roy (ICDCN, 2023)

TinyML-Powered Gesture Wizardry: Low-Cost, Low-Power Two-Stage CNN for Static Hand Gesture Classification on MCU in Appliance Control. - Bidyut Saha; Riya Samanta; Soumya Kanti Ghosh 001; Ram Babu Roy (AIMLSystems, 2024)

LeafSense: A Portable, Low-Cost, Low-Power Plant Disease Diagnostic Device Using TinyML. - Riya Samanta; Bidyut Saha; Soumya Kanti Ghosh 001 (AIMLSystems, 2024)

TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification. - Bidyut Saha; Riya Samanta; Soumya K. Ghosh 001; Ram Babu Roy (CoRR, 2024)

Towards Sustainable Personalized On-Device Human Activity Recognition with TinyML and Cloud-Enabled Auto Deployment. - Bidyut Saha; Riya Samanta; Soumya K. Ghosh 001; Ram Babu Roy (CoRR, 2024)

CTG-KrEW: Generating Synthetic Structured Contextually Correlated Content by Conditional Tabular GAN with K-Means Clustering and Efficient Word Embedding. - Riya Samanta; Bidyut Saha; Soumya K. Ghosh 001; Sajal K. Das 001 (CoRR, 2024)

Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers. - Riya Samanta; Bidyut Saha; Soumya K. Ghosh 001; Ram Babu Roy (CoRR, 2024)

Efficiency Redefined: Impact of Reducing Data Acquisition Rate for Optimized TinyML in Resource-Constrained IoT Devices. - Bidyut Saha; Riya Samanta; Soumya K. Ghosh 001; Ram Babu Roy (COMSNETS, 2025)

GenCPruneX: Adaptive Channel-wise Pruning for Efficient TinyML Deployment with Genetic Multi-Objective Optimization. - Bidyut Saha; Riya Samanta; Soumya K. Ghosh 001; Ram Babu Roy (COMSNETS, 2025)

A Low-Power Low-cost System for Disaster Locations Detection using ESP32 CAM and TinyML. - Riya Samanta; Bidyut Saha; Soumya K. Ghosh 001 (COMSNETS, 2025)

Eyes on You: TinyML-Powered On-Device Face Tracking for Low-Cost, Low-Power, Secure MCU Environments. - Riya Samanta; Bidyut Saha; Soumya K. Ghosh 001; Ram Babu Roy (COMSNETS, 2025)

Personalized Human Activity Recognition: Real-Time On-Device Training and Inference. - Bidyut Saha; Riya Samanta; Ram Babu Roy; Chinmay Chakraborty; Soumya K. Ghosh 001 (IEEE Consumer Electron. Mag., 2025)