Bidyut Saha

18 papers Misc 6Journal 8Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
Affordable Precision Agriculture: A Deployment-Oriented Review of Low-Cost, Low-Power Edge AI and TinyML for Resource-Constrained Farming Systems.
CoRR
Riya Samanta, Bidyut Saha
2026 Misc conf
CrowdLense: A Serverless, Privacy-Preserving Edge AI Framework for Sustainable Crowd-Sourced Real-Time Traffic Monitoring.
COMSNETS
Shubham Bhunia, Arghadeep Pakhira, Ankita Chanda, Deep Das, Bidyut Saha
2026 J jnl
Rethinking Temporal Models for TinyML: LSTM versus 1D-CNN in Resource-Constrained Devices.
CoRR
Bidyut Saha, Riya Samanta
2026 J jnl
TinyTNAS: Time-Bound, GPU-Independent Hardware-Aware Neural Architecture Search for TinyML Time-Series Classification.
IEEE Embed. Syst. Lett.
Bidyut Saha, Riya Samanta, Ram Babu Roy, Soumya K. Ghosh
2025 Misc conf
A Low-Power Low-cost System for Disaster Locations Detection using ESP32 CAM and TinyML.
COMSNETS
Riya Samanta, Bidyut Saha, Soumya K. Ghosh
2025 Misc conf
Efficiency Redefined: Impact of Reducing Data Acquisition Rate for Optimized TinyML in Resource-Constrained IoT Devices.
COMSNETS
Bidyut Saha, Riya Samanta, Soumya K. Ghosh, Ram Babu Roy
2025 Misc conf
Eyes on You: TinyML-Powered On-Device Face Tracking for Low-Cost, Low-Power, Secure MCU Environments.
COMSNETS
Riya Samanta, Bidyut Saha, Soumya K. Ghosh, Ram Babu Roy
2025 Misc conf
GenCPruneX: Adaptive Channel-wise Pruning for Efficient TinyML Deployment with Genetic Multi-Objective Optimization.
COMSNETS
Bidyut Saha, Riya Samanta, Soumya K. Ghosh, Ram Babu Roy
2025 J jnl
Personalized Human Activity Recognition: Real-Time On-Device Training and Inference.
IEEE Consumer Electron. Mag.
Bidyut Saha, Riya Samanta, Ram Babu Roy, Chinmay Chakraborty, Soumya K. Ghosh
2024 J jnl
CTG-KrEW: Generating Synthetic Structured Contextually Correlated Content by Conditional Tabular GAN with K-Means Clustering and Efficient Word Embedding.
CoRR
Riya Samanta, Bidyut Saha, Soumya K. Ghosh, Sajal K. Das
2024 — conf
LeafSense: A Portable, Low-Cost, Low-Power Plant Disease Diagnostic Device Using TinyML.
AIMLSystems
Riya Samanta, Bidyut Saha, Soumya Kanti Ghosh
2024 J jnl
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers.
CoRR
Riya Samanta, Bidyut Saha, Soumya K. Ghosh, Ram Babu Roy
2024 — conf
TinyML-Powered Gesture Wizardry: Low-Cost, Low-Power Two-Stage CNN for Static Hand Gesture Classification on MCU in Appliance Control.
AIMLSystems
Bidyut Saha, Riya Samanta, Soumya Kanti Ghosh, Ram Babu Roy
2024 J jnl
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification.
CoRR
Bidyut Saha, Riya Samanta, Soumya K. Ghosh, Ram Babu Roy
2024 J jnl
Towards Sustainable Personalized On-Device Human Activity Recognition with TinyML and Cloud-Enabled Auto Deployment.
CoRR
Bidyut Saha, Riya Samanta, Soumya K. Ghosh, Ram Babu Roy
2023 Misc conf
BandX : An Intelligent IoT-band for Human Activity Recognition based on TinyML.
ICDCN
Bidyut Saha, Riya Samanta, Soumya K. Ghosh, Ram Babu Roy
2023 — conf
From Wrist to World: Harnessing Wearable IMU Sensors and TinyML to Enable Smart Environment Interactions.
AIMLSystems
Bidyut Saha, Riya Samanta, Soumya Kanti Ghosh, Ram Babu Roy
2023 — conf
TinyML-Driven On-Device Personalized Human Activity Recognition and Auto-Deployment to Smart Bands.
AIMLSystems
Bidyut Saha, Riya Samanta, Soumya Kanti Ghosh, Ram Babu Roy