Prediction of Pineapple Sweetness from Images Using Convolutional Neural Network

Prediction of Pineapple Sweetness from Images Using Convolutional Neural Network

The objective of this research is to propose a deep learning based-prediction model for pineapple sweetness. Inthis research, we use a Convolutional Neural Network (CNN) to predict sweetness of pineapples from images.The dataset contains 4,860 pineapple images for training. Based on the CNN designed...

Full description

Bibliographic Details
Main Authors:	Adisak Sangsongfa, Nopadol Am-Dee, Payung Meesad
Format:	Article
Language:	English
Published:	European Alliance for Innovation (EAI) 2020-09-01
Series:	EAI Endorsed Transactions on Context-aware Systems and Applications
Subjects:	cnn prediction sweetness measurement
Online Access:	https://eudl.eu/pdf/10.4108/eai.13-7-2018.165518

Similar Items

e-Sweet: A Machine-Learning Based Platform for the Prediction of Sweetener and Its Relative Sweetness
by: Suqing Zheng, et al.
Published: (2019-01-01)

Exploring Convolution Neural Network for Branch Prediction
by: Yonghua Mao, et al.
Published: (2020-01-01)

Epileptic Seizure Prediction With Multi-View Convolutional Neural Networks
by: Chien-Liang Liu, et al.
Published: (2019-01-01)

Improvement of Neoantigen Identification Through Convolution Neural Network
by: Qing Hao, et al.
Published: (2021-05-01)

Convolutional Neural Network Coupled with a Transfer-Learning Approach for Time-Series Flood Predictions
by: Nobuaki Kimura, et al.
Published: (2019-12-01)

BitterSweetForest: A Random Forest Based Binary Classifier to Predict Bitterness and Sweetness of Chemical Compounds
by: Priyanka Banerjee, et al.
Published: (2018-04-01)

Physico-chemical properties of mixed jam from pineapple and sweet gourd
by: MJ Ferdous, et al.
Published: (2018-08-01)

Implementation of Convolutional Neural Network and Multilayer Perceptron in Predicting Air Temperature in Padang
by: Isman Kurniawan, et al.
Published: (2020-12-01)

Prediction of Sweet Corn Seed Germination Based on Hyperspectral Image Technology and Multivariate Data Regression
by: Huawei Cui, et al.
Published: (2020-08-01)

Spatial Predictions of Debris Flow Susceptibility Mapping Using Convolutional Neural Networks in Jilin Province, China
by: Yang Chen, et al.
Published: (2020-07-01)

Multiple Aerodynamic Coefficient Prediction of Airfoils Using a Convolutional Neural Network
by: Hai Chen, et al.
Published: (2020-04-01)

Using temporal convolution network for remaining useful lifetime prediction
by: Jungan Chen, et al.
Published: (2021-03-01)

Air Quality Measurement Based on Double-Channel Convolutional Neural Network Ensemble Learning
by: Zhenyu Wang, et al.
Published: (2019-01-01)

Transferring Ensemble Representations Using Deep Convolutional Neural Networks for Small-Scale Image Classification
by: Shuyin Xia, et al.
Published: (2019-01-01)

A reliable method for predicting bioethanol yield of different varieties of sweet potato by dry matter content
by: Xinwei Wang, et al.
Published: (2020-09-01)

Pneumonia Classification of Thorax Images using Convolutional Neural Networks
by: Mahmud Suyuti, et al.
Published: (2020-07-01)

Superpixel-Based Convolutional Neural Network for Georeferencing the Drone Images
by: Shihang Feng, et al.
Published: (2021-01-01)

Going Deeper with Convolutional Neural Network for Intelligent Transportation
by: Chen, Tairui
Published: (2016)

Intelligent prediction and integral analysis of shale oil and gas sweet spots
by: Ke-Ran Qian, et al.
Published: (2018-10-01)

Sweet Corn Yield Simulation Using Normalized Difference Vegetation Index and Leaf Area Index
by: Pavlo Volodymyrovych Lykhovyd
Published: (2020-04-01)

Gait-Based Human Identification by Combining Shallow Convolutional Neural Network-Stacked Long Short-Term Memory and Deep Convolutional Neural Network
by: Ganbayar Batchuluun, et al.
Published: (2018-01-01)

Hexagonal Convolutional Neural Networks for Hexagonal Grids
by: Junren Luo, et al.
Published: (2019-01-01)

Soil Temperature Prediction Using Convolutional Neural Network Based on Ensemble Empirical Mode Decomposition
by: Huibowen Hao, et al.
Published: (2021-01-01)

A Novel Fuzzy-Based Convolutional Neural Network Method to Traffic Flow Prediction With Uncertain Traffic Accident Information
by: Jiyao An, et al.
Published: (2019-01-01)

Convolutional Neural Network and Guided Filtering for SAR Image Denoising
by: Shuaiqi Liu, et al.
Published: (2019-03-01)

SurfCNN: A Descriptor Accelerated Convolutional Neural Network for Image-Based Indoor Localization
by: Ahmed M. Elmoogy, et al.
Published: (2020-01-01)

Determinants of Sweetness Preference: A Scoping Review of Human Studies
by: Carolina Venditti, et al.
Published: (2020-03-01)

Convolutional Neural Networks for Water Content Classification and Prediction With Ground Penetrating Radar
by: Jing Zheng, et al.
Published: (2019-01-01)

Colour and water content detection of sweet cherry by portable spectrometer
by: A. Nagy, et al.
Published: (2011-12-01)

Variable Convolution and Pooling Convolutional Neural Network for Text Sentiment Classification
by: Min Dong, et al.
Published: (2020-01-01)

Compressed Sensing Image Reconstruction Based on Convolutional Neural Network
by: Yuhong Liu, et al.
Published: (2019-01-01)

Cascaded Convolutional Neural Network Architecture for Speech Emotion Recognition in Noisy Conditions
by: Youngja Nam, et al.
Published: (2021-06-01)

Variation in human sweet taste receptor may result in different levels of sweet intensity variability between sweet stimuli
by: Waksmonski, James C.
Published: (2016)

A Comparative Study of a Fully-Connected Artificial Neural Network and a Convolutional Neural Network in Predicting Bridge Maintenance Costs
by: Li, Y., et al.
Published: (2022)

Three-Channel Convolutional Neural Network for Polarimetric SAR Images Classification
by: Wenqiang Hua, et al.
Published: (2020-01-01)

Automatic Localization and Discrete Volume Measurements of Hippocampi From MRI Data Using a Convolutional Neural Network
by: Abol Basher, et al.
Published: (2020-01-01)

Channel Expansion Convolutional Network for Image Classification
by: Yadong Yang, et al.
Published: (2020-01-01)

The Determination of the Vitamin A Content of the Dehydrated Sweet Potato Made from Stored Sweet Potatoes
by: Dozier, Vera
Published: (1941)

Local Importance Representation Convolutional Neural Network for Fine-Grained Image Classification
by: Yadong Yang, et al.
Published: (2018-10-01)

Deteksi Penyakit Malaria Menggunakan Convolutional Neural Network Berbasis Saliency
by: Yohannes Yohannes, et al.
Published: (2020-05-01)