Real-Time Classification of Green Coffee Beans by Using a Convolutional Neural Network

2019 ◽  
Author(s):  
Nen-Fu Huang ◽  
Dong-Lin Chou ◽  
Chia-An Lee
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
Real Time ◽  
Green Coffee ◽  
Green Coffee Beans ◽  
Coffee Beans ◽  
Real Time Classification

scholarly journals Smart agriculture: real-time classification of green coffee beans by using a convolutional neural network

2020 ◽  
Vol 2 (4) ◽  
pp. 167-172
Author(s):  
Nen-Fu Huang ◽  
Dong-Lin Chou ◽  
Chia-An Lee ◽  
Feng-Ping Wu ◽  
An-Chi Chuang ◽  
...  
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
Real Time ◽  
Green Coffee ◽  
Green Coffee Beans ◽  
Coffee Beans ◽  
Smart Agriculture ◽  
Real Time Classification

A Robust System for Road Sign Detection and Classification Using LeNet Architecture Based on Convolutional Neural Network

2020 ◽  
pp. 57-75
Author(s):  
Amal Bouti ◽  
Mohamed Adnane Mahraz ◽  
Jamal Riffi ◽  
Hamid Tairi
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
Real Time ◽  
Accuracy Rate ◽  
The Road ◽  
Road Signs ◽  
Road Sign ◽  
Sign Detection ◽  
Robust System

In this chapter, the authors report a system for detection and classification of road signs. This system consists of two parts. The first part detects the road signs in real time. The second part classifies the German traffic signs (GTSRB) dataset and makes the prediction using the road signs detected in the first part to test the effectiveness. The authors used HOG and SVM in the detection part to detect the road signs captured by the camera. Then they used a convolutional neural network based on the LeNet model in which some modifications were added in the classification part. The system obtains an accuracy rate of 96.85% in the detection part and 96.23% in the classification part.

Automatic classification of physical defects in green coffee beans using CGLCM and SVM

2014 ◽  
Author(s):  
Rayner H. Montes Condori ◽  
Juan H. Chuctaya Humari ◽  
Christian E. Portugal-Zambrano ◽  
Juan C Gutierrez-Caceres ◽  
Cesar A. Beltran-Castanon
Keyword(s):  
Automatic Classification ◽  
Green Coffee ◽  
Green Coffee Beans ◽  
Coffee Beans ◽  
Physical Defects
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