Custom Hardware Inference Accelerator for TensorFlow Lite for Microcontrollers
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3189776
Abstract: In recent years, the need for the efficient deployment of Neural Networks (NN) on edge devices has been steadily increasing. However, the high computational demand required for Machine Learning (ML) inference on tiny microcontroller-based IoT… read more here.
Keywords: custom hardware; edge devices; hardware; accelerator ... See more keywords
Tree Species Identification in Urban Environments Using TensorFlow Lite and a Transfer Learning Approach
Sign Up to like & getrecommendations! Published in 2023 at "Forests"
DOI: 10.3390/f14051050
Abstract: Building and updating tree inventories is a challenging task for city administrators, requiring significant costs and the expertise of tree identification specialists. In Ecuador, only the Trees Inventory of Cuenca (TIC) contains this information, geolocated… read more here.
Keywords: transfer learning; using tensorflow; tensorflow lite; learning approach ... See more keywords
AgroAId: A Mobile App System for Visual Classification of Plant Species and Diseases Using Deep Learning and TensorFlow Lite
Sign Up to like & getrecommendations! Published in 2022 at "Informatics"
DOI: 10.3390/informatics9030055
Abstract: This paper aims to assist novice gardeners in identifying plant diseases to circumvent misdiagnosing their plants and to increase general horticultural knowledge for better plant growth. In this paper, we develop a mobile plant care… read more here.
Keywords: system; classification; model; tensorflow lite ... See more keywords