Deploying TinyML for energy-efficient object detection and communication in low-power edge AI systems. [PDF]
Bhushan CM +7 more
europepmc +1 more source
Towards Contactless Elevators with TinyML using CNN-based Person Detection and Keyword Spotting
This study presents a proof of concept for a contactless elevator operation system aimed at minimizing human intervention while enhancing safety, intelligence, and efficiency.
Niture, Deeplaxmi V. +1 more
core
FastKAN-DDD: A novel fast Kolmogorov-Arnold network-based approach for driver drowsiness detection optimized for TinyML deployment. [PDF]
Essahraui S +7 more
europepmc +1 more source
Secure edge-based IoMT framework for ICU monitoring with TinyML and post-quantum cryptography. [PDF]
Khan UH +5 more
europepmc +1 more source
An Intelligent, low-cost water quality monitoring system with on-device machine learning and cloud integration. [PDF]
Sharma S +4 more
europepmc +1 more source
An optimized stacking-based TinyML model for attack detection in IoT networks. [PDF]
Sharma A, Rani S, Shabaz M.
europepmc +1 more source
Intelligent Classification of Urban Noise Sources Using TinyML: Towards Efficient Noise Management in Smart Cities. [PDF]
Remolina Soto MS +5 more
europepmc +1 more source
Real-time on-device weed identification using a hardware-efficient lightweight CNN. [PDF]
Zhang Y +4 more
europepmc +1 more source
MicroHD: An Accuracy-Driven Optimization of Hyperdimensional Computing Algorithms for TinyML systems
Hyperdimensional computing (HDC) is emerging as a promising AI approach that can effectively target TinyML applications thanks to its lightweight computing and memory requirements. Previous works on HDC showed that limiting the standard 10k dimensions of
Ponzina, Flavio, Rosing, Tajana
core
Development of a bench system with capacitive sensor, sample compression, and TinyML for iron ore moisture measurement. [PDF]
Pinto ÉS +9 more
europepmc +1 more source

