Coffee Maturity Classification Using Convolutional Neural Networks and Transfer Learning

Coffee Maturity Classification Using Convolutional Neural Networks and Transfer Learning

This work presents a framework for coffee maturity classification from multispectral image data based on Convolutional Neural Networks (CNNs). The system leverages the use of multispectral image acquisition systems that generate large amounts of data, by taking advantage of the ability of CNNs to ex...

Full description

Bibliographic Details
Main Authors: Manuel Alejandro Tamayo-Monsalve, Esteban Mercado-Ruiz, Juan Pablo Villa-Pulgarin, Mario Alejandro Bravo-Ortiz, Harold Brayan Arteaga-Arteaga, Alejandro Mora-Rubio, Jesus Alejandro Alzate-Grisales, Daniel Arias-Garzon, Victor Romero-Cano, Simon Orozco-Arias, Gustavo Gustavo-Osorio, Reinel Tabares-Soto
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Coffee maturity classification
convolutional neural network
data augmentation
deep learning
multispectral images
transfer learning
Online Access:https://ieeexplore.ieee.org/document/9755125/

Similar Items

Similar Items