2 papers
cs.NI2024
EcoPull: Sustainable IoT Image Retrieval Empowered by TinyML Models
Mathias Thorsager, Victor Croisfelt, Junya Shiraishi +1
This paper introduces EcoPull, a sustainable Internet of Things (IoT) framework empowered by tiny machine learning (TinyML) models for fetching images from wireless visual sensor n…
cs.NI2023
TinyAirNet: TinyML Model Transmission for Energy-efficient Image Retrieval from IoT Devices
Junya Shiraishi, Mathias Thorsager, Shashi Raj Pandey +1
This letter introduces an energy-efficient pull-based data collection framework for Internet of Things (IoT) devices that use Tiny Machine Learning (TinyML) to interpret data queri…