Computer vision applied to food and agricultural products

ABSTRACT Computer vision (CV) has been applied for years to automate many human activities. It is one of the key technologies for the modernization of the agri-food industry towards the fourth industrial revolution (Industry 4.0). In the agricultural sector, CV systems are applied to automate or obt...

Full description

Saved in:
Bibliographic Details
Published inCiência agronômica Vol. 51; no. 5
Main Authors Fracarolli, Juliana Aparecida, Pavarin, Fernanda Fernandes Adimari, Castro, Wilson, Blasco, Jose
Format Journal Article
LanguageEnglish
Published Universidade Federal do Ceará 01.01.2020
Subjects
Online AccessGet full text

Cover

Loading…
Abstract ABSTRACT Computer vision (CV) has been applied for years to automate many human activities. It is one of the key technologies for the modernization of the agri-food industry towards the fourth industrial revolution (Industry 4.0). In the agricultural sector, CV systems are applied to automate or obtain information from many agricultural tasks such as planting, cultivation, farm management, disease control, weed control or robotic harvesting. It is also widely used in postharvest to automate and obtain objective information in processes such as quality control and evaluation, damage detection, classification of fruits or vegetables in commercial categories or composition analysis. One of the main advantages is the ability of this technology to obtain information in regions of the spectrum that are invisible to the human eye. An example is the case of hyperspectral imaging systems. These systems generate a large amount of data that needs to be processed efficiently, creating robust and repeatable statistical models that allow the technology to be implemented at an industrial level. To achieve this, it is necessary to couple CV systems with advanced artificial intelligence tools such as machine learning or deep learning. The objective of this work is to review the latest advances in CV systems applied to food and agricultural products and processes.
AbstractList ABSTRACT Computer vision (CV) has been applied for years to automate many human activities. It is one of the key technologies for the modernization of the agri-food industry towards the fourth industrial revolution (Industry 4.0). In the agricultural sector, CV systems are applied to automate or obtain information from many agricultural tasks such as planting, cultivation, farm management, disease control, weed control or robotic harvesting. It is also widely used in postharvest to automate and obtain objective information in processes such as quality control and evaluation, damage detection, classification of fruits or vegetables in commercial categories or composition analysis. One of the main advantages is the ability of this technology to obtain information in regions of the spectrum that are invisible to the human eye. An example is the case of hyperspectral imaging systems. These systems generate a large amount of data that needs to be processed efficiently, creating robust and repeatable statistical models that allow the technology to be implemented at an industrial level. To achieve this, it is necessary to couple CV systems with advanced artificial intelligence tools such as machine learning or deep learning. The objective of this work is to review the latest advances in CV systems applied to food and agricultural products and processes.
Author Pavarin, Fernanda Fernandes Adimari
Castro, Wilson
Fracarolli, Juliana Aparecida
Blasco, Jose
AuthorAffiliation Instituto Valenciano de Investigaciones Agrarias/IVIA
Universidad Nacional de Frontera
Universidade Estadual de Campinas
AuthorAffiliation_xml – name: Instituto Valenciano de Investigaciones Agrarias/IVIA
– name: Universidad Nacional de Frontera
– name: Universidade Estadual de Campinas
Author_xml – sequence: 1
  givenname: Juliana Aparecida
  surname: Fracarolli
  fullname: Fracarolli, Juliana Aparecida
– sequence: 2
  givenname: Fernanda Fernandes Adimari
  surname: Pavarin
  fullname: Pavarin, Fernanda Fernandes Adimari
– sequence: 3
  givenname: Wilson
  surname: Castro
  fullname: Castro, Wilson
– sequence: 4
  givenname: Jose
  surname: Blasco
  fullname: Blasco, Jose
BookMark eNp9kU1rwzAMhs3oYF3XP7BT_kA62XGc-DjKPgqFHbadjeOP4pLGwXEG-_dzl7WMHXYQEkLPK_HqGs063xmEbjGsSl6Ud7gGljPGYUWAAEBdXaD5uTn7VV-h5TDs0wgUnAEjc8TX_tCP0YTsww3Od5ns-9YZnUWfWe91JrsUu-DU2MYxyDbrg9ejisMNurSyHczyJy_Q--PD2_o53748bdb321ylHTHH1hoLFbeaK01pZbS2WIM1dQVWKt4wTqoCU2KKBDSYGo1xgcGWUNrSVsUCbSZd7eVe9MEdZPgUXjrx3fBhJ2SITrVGFIRRlUDLqaK6UY1ktKK1LEnNayBN0lpNWoNypvVi78fQpePF69EicbRoshBKAIpZAuoJUMEPQzBWKBdlTEbFIF0rMIjjC8QZF6cXJJT8QU-3_wN9AWgRh1g
CitedBy_id crossref_primary_10_37394_232018_2022_10_10
crossref_primary_10_12791_KSBEC_2024_33_1_063
crossref_primary_10_1016_j_meatsci_2024_109731
crossref_primary_10_3390_en17010224
crossref_primary_10_48168_innosoft_s16_a154
crossref_primary_10_1007_s12393_024_09388_0
crossref_primary_10_56083_RCV5N3_047
crossref_primary_10_3390_su15118562
crossref_primary_10_70445_gjcsai_1_2_2025_1_22
crossref_primary_10_3390_app14041471
crossref_primary_10_3390_su16062535
crossref_primary_10_1016_j_compag_2021_106608
crossref_primary_10_1109_ACCESS_2024_3424908
crossref_primary_10_3390_agriculture13010156
crossref_primary_10_1590_1678_992x_2024_0115
crossref_primary_10_1007_s00521_023_09311_4
ContentType Journal Article
Copyright This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright_xml – notice: This work is licensed under a Creative Commons Attribution 4.0 International License.
DBID AAYXX
CITATION
GPN
DOA
DOI 10.5935/1806-6690.20200087
DatabaseName CrossRef
SciELO
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
DatabaseTitleList

Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Open Access Full Text
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Agriculture
DocumentTitleAlternate Visão computacional aplicada a alimentos e produtos agrícolas
EISSN 1806-6690
ExternalDocumentID oai_doaj_org_article_3264cf50f94c4dbcba64748a5289802b
S1806_66902020000500416
10_5935_1806_6690_20200087
GroupedDBID 123
5VS
635
7X2
8FE
8FH
91A
A8Z
AAFWJ
AAYXX
ABDHV
ABUWG
ABXHO
ADBBV
AENEX
AEUYN
AFKRA
AFPKN
AFRAH
ALMA_UNASSIGNED_HOLDINGS
APEBS
APOWU
ATCPS
AZFZN
BCNDV
BENPR
BHPHI
BPHCQ
CCPQU
CITATION
CLZPN
DYU
ECGQY
GROUPED_DOAJ
HCIFZ
IPNFZ
KQ8
M0K
OK1
OZF
PHGZM
PHGZT
PIMPY
PQQKQ
PROAC
RDY
RIG
RNS
RSC
SCD
GPN
ID FETCH-LOGICAL-c396t-1ffef079fd9cd447eddf1d0fe870fac9b69273142e3c39b14ed11310f505f5f73
IEDL.DBID DOA
ISSN 1806-6690
IngestDate Wed Aug 27 01:22:07 EDT 2025
Tue Aug 19 14:02:21 EDT 2025
Tue Jul 01 02:12:10 EDT 2025
Thu Apr 24 23:02:59 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 5
Keywords Visão de máquina
Digital images
Machine vision
Agriculture 4.0
Machine learning
Inteligência artificial
Aprendizado de máquina
Agricultura 4.0
Artificial intelligence
Imagens digitais
Language English
License This work is licensed under a Creative Commons Attribution 4.0 International License. http://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c396t-1ffef079fd9cd447eddf1d0fe870fac9b69273142e3c39b14ed11310f505f5f73
ORCID 0000-0001-7286-1262
0000-0002-5235-8659
0000-0001-8793-3185
0000-0002-4562-9668
OpenAccessLink https://doaj.org/article/3264cf50f94c4dbcba64748a5289802b
ParticipantIDs doaj_primary_oai_doaj_org_article_3264cf50f94c4dbcba64748a5289802b
scielo_journals_S1806_66902020000500416
crossref_citationtrail_10_5935_1806_6690_20200087
crossref_primary_10_5935_1806_6690_20200087
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2020-01-01
PublicationDateYYYYMMDD 2020-01-01
PublicationDate_xml – month: 01
  year: 2020
  text: 2020-01-01
  day: 01
PublicationDecade 2020
PublicationTitle Ciência agronômica
PublicationTitleAlternate Rev. Ciênc. Agron
PublicationYear 2020
Publisher Universidade Federal do Ceará
Publisher_xml – name: Universidade Federal do Ceará
References CARDOSO, R. R.; BRAGA, R. A. 2014; 63
JIANG, Y.; GE, H.; ZHANG, Y. 2020; 307
HARRIS, A.; CHARNOCK, R.; LUCAS, R. M. 2015; 162
DENISOVA, YU. L. 2013; 86
HUANG, W. 2019; 157
ZHANG, R. 2019; 439
CHRISTENSEN, J. 2017
SUCHANEK, M. 2017; 124
LIU, W. 2016; 210
MINZ, P. D.; NIRALA, A. K. 2014; 125
CAI, W. 2018; 117
CHATTERJEE, A.; DISAWAL, R.; PRAKASH, S.; BHATTACHARYA, I. 2017; 194
DE-LA-TORRE, M. 2019; 7
LORENTE, D. 2012; 5
KERKECH, M.; HAFIANE, A.; CANALS, R. 2020; 174
BELAN, P. A.; ARAÚJO, S. A.; ALVES, W. A. L.; CAMPILHO, A.; KARRAY, F 2016; 9730
RAHMANIAN, A. 2020; 162
MAZEN, F. M. A.; NASHAT, A. A. 2019; 44
VIANA, D. C.; PIRES, J. F.; BRAGA, R. A. 2017; 109
ATHIRAJA, A.; VIJAYAKUMAR, P. 2020
ROJAS-ARANDA, J. L.; FIGUEROA MORA, K. M. 2020; 12088
JIANG, Y. 2020; 43
MARINO, S.; BEAUSEROY, P.; SMOLARZ, A. 2020; 174
NTURAMBIRWE, J. F. I.; OPARA, U. L. 2020; 189
PATHARE, P. B.; OPARA, U. L.; AL-SAID, F. A. J. 2013; 6
VÉLEZ-RIVERA, N. 2014
REDO-SANCHEZ, A. 2011; 136
VIVAS, P. G. 2017; 170
XIAO, K. 2020; 122
ANSARI, M. Z. 2016; 31
XU, S. 2021; 754
CHITHRA, PL.; HENILA, M. 2020
FENG, X. 2019; 659
FOLCH-FORTUNY, A. 2016; 156
ISLAM, MD. N. 2018; 72
LIU, W. 2019; 293
AREFI, A. 2017; 20
BELLO, T. B. 2020; 24
ASHRAF, S. 2019; 7
LIU, L. 2019; 14
BLASCO, J. 2009; 66
MUNERA, S. 2018; 86
ALEIXOS, N. 2002; 33
MAHENDRAN, R.; AJAY VINO, S.; ANANDAKUMAR, S. 2016
STEINBRENER, J.; POSCH, K.; LEITNER, R. 2019; 162
DONG, C. 2014; 13
SHIN, H. J.; CHOI, S. W.; OK, G. 2018; 245
HUMEAU-HEURTIER, A. 2012; 39
RONGTONG, B. 2018; 52
JÖRDENS, C.; KOCH, M. 2008; 47
SCHOTT, C. 2020; 20
WANG, C. 2019; 97
VÁSQUEZ, N. 2018; 219
KONAGAYA, K. 2020; 160
LE NGUYEN, L. P. 2020; 14
GÓMEZ-SANCHIS, J. 2014; 7
FU, L. 2019; 183
GOLLAPUDI, S. 2019
LEE, Y. K. 2012; 75
MILITANTE, S. V.; GERARDO, B. D.; MEDINA, R. P. 2019
HADIMANI, L.; MITTAL, N. 2019; 56
ANDÚJAR, D. 2019; 157
MUNERA, S. 2021; 171
ZHAO, Y. 2020; 89
CUBERO, S. 2011; 4
RIVERA, F. P.; BRAGA, R. A. 2020; 128
XIE, C.; CHU, B.; HE, Y. 2018; 245
LI, B. 2014; 34
OK, G. 2019; 96
SIMKO, I.; JIMENEZ-BERNI, J.; FURBANK, R. 2015; 106
YOUNAS, S. 2020
GAO, Y.; RAO, X. 2019; 13
FAN, S. 2018; 18
HUANG, X. 2018; 41
KATO, S. 2019; 11
LI, B. 2018; 141
YU, P. 2020; 108
ANSARI, M. Z.; NIRALA, A. K. 2016; 127
GOWEN, A. A.; O’SULLIVAN, C.; O’DONNELL, C. P. 2012; 25
GONZÁLEZ-PEÑA, R. J. 2016; 122
ELSAYED, S. 2017; 189
COSTA, A. G. 2020; 40
FERNANDES, A. 2015; 115
VAN ROY, J. 2017; 129
DIANA ANDRUSHIA, A.; TREPHENA PATRICIA, A.; HEMANTH, J.; BALAS, V. E. 2019; 150
GUAN, X. 2019; 98
RABAL, H. J.; BRAGA, R. A. 2009
WANG, K.; SUN, D. W.; PU, H. 2017; 67
LIU, H.; LEE, S. H.; CHAHL, J. S. 2017; 17
SINGH, P. 2020; 169
YOUSSEF, D. 2019; 183
HU, W.; SUN, D. W.; BLASCO, J. 2017; 125
MUNERA, S. 2017; 125
WALSH, K. B. 2020; 168
GAO, J. 2019
MUNERA, S. 2019
HAN, S.; PARK, W. K.; CHUN, H. S.
D’JONSILES, M. F. 2020; 19
FASHI, M.; NADERLOO, L.; JAVADIKIA, H. 2019; 154
ASHOK, S. 2020
WU, A.; ZHU, J.; REN, T. 2020; 81
OK, G. 2014; 42
BONIFAZI, G.; CAPOBIANCO, G.; SERRANTI, S. 2018; 198
RAHMAN, A. 2018; 45
UNAY, D. 2011; 75
EKRAMIRAD, N. 2017; 60
LIN, X.; SUN, D. W. 2020; 104
MUNERA, S. 2019; 156
VAN ROY, J. 2018; 7
JIANG, Y. et al. 2016; 6
WENG, S. 2020; 20
ABDELGHAFOUR, F. 2019; 158
OBLITAS, J.
CUBERO, S. 2018; 167
JIANG, F. 2020; 179
POLDER, G. 2019; 10
TSOUVALTZIS, P. 2020; 159
JIA, B. 2020; 198
REN, G. 2020
SANTOS PEREIRA, L. F. 2018; 145
SHARIF, M. 2018; 150
RAHMAN, M. M.; GU, Y. T.; KARIM, M. A. 2018; 15
PINTO DE AGUIAR, A. S. 2020; 175
SHAFIEE, S. 2016; 49
TAO, Y.; ZHOU, J. 2017; 142
AMARAL, I. C. 2017; 35
AREDO, V. 2019
MOHD ALI, M.; HASHIM, N.; ABDUL HAMID, A. S. 2020; 169
CATALANO, M. D.; RIVERA, F. P.; BRAGA, R. A. 2019; 183
PIECZYWEK, P. M. 2017; 142
SWAMYNATHAN, M. 2019
YU, X.; LU, H.; WU, D. 2018; 141
ZHANG, L. 2018; 291
ZHANG, C.; ZOU, K.; PAN, Y. 2020; 10
CORTÉS, V. 2019; 85
LI, J. 2016; 112
RIVERA, F. P. 2019; 158
DU, Z. 2020; 99
ANSARI, M. Z.; NIRALA, A. K. 2016; 45
LU, Y. 2020; 170
KÄMPER, W. 2020; 12
LU, Y.; LU, R. 2017; 60
HERRMANN, M. 2002; 149
KUMARI, S.; NIRALA, A. K. 2019; 34
PANDISELVAM, R. 2020; 97
KULKARNI, O. 2018
SISWANTORO, J.; ARWOKO, H.; WIDIASRI, M. 2020; 43
IBRAHIM, M. F. 2016; 16
RAHAMAN, D. M. M.; LEE, C.; SU, Z.; SUGIMOTO, A. 2019; 11854
KIALA, Z.; ODINDI, J. O. J.; MUTANGA, O. 2017; 113
VIANA, R. O. 2017; 48
CASTELAO TETILA, E. 2017; 14
TIAN, K. 2019; 165
CAKMAK, H. 2019
VIDAL, A. 2013; 6
BLASCO, J. 2009; 90
FURLANETTO, R. H. 2020; 20
ANUREKHA, D.; SANKARAN, R. A. 2020; 79
REN, A. 2019; 85
RUNGPICHAYAPICHET, P. 2017; 159
GIEFER, L. A. 2019; 7
TIAN, X. 2018; 239
CASTRO, W. 2019; 7
NOLASCO-PEREZ, I. M. 2019; 183
CEN, H. 2016; 111
LI, M. 2020; 285
MALLAH NOWKANDEH, S.; NOROOZI, A. A.; HOMAEE, MEHDI. 2018; 25
PALLOTTINO, F. 2019; 162
MON, T.; ZARAUNG, N. 2020; 198
RUSS, J. C.; NEAL, F. B. 2018
KANG, R.; PARK, B.; CHEN, K. 2020; 224
REDMON, J. 2016
References_xml – volume: 157
  start-page: 351
  year: 2019
  end-page: 358
  article-title: Aerial imagery or on-ground detection? An economic analysis for vineyard crops
  publication-title: Computers and Electronics in Agriculture
– volume: 12
  start-page: 3409
  year: 2020
  end-page: 3409
  article-title: Rapid Determination of Nutrient Concentrations in Hass Avocado Fruit by Vis/NIR Hyperspectral Imaging of Flesh or Skin
  publication-title: Remote sensing
– volume: 198
  start-page: 115
  year: 2018
  end-page: 122
  article-title: A hierarchical classification approach for recognition of low-density (LDPE) and high-density polyethylene (HDPE) in mixed plastic waste based on short-wave infrared (SWIR) hyperspectral imaging
  publication-title: Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy
– volume: 14
  start-page: 2689
  issue: 5
  year: 2020
  end-page: 2702
  article-title: Application of hue spectra fingerprinting during cold storage and shelf-life of packaged sweet cherry
  publication-title: Journal of Food Measurement and Characterization
– volume: 45
  start-page: 357
  issue: 4
  year: 2016
  end-page: 363
  article-title: Following the drying process of Fevicol (adhesive) by dynamic speckle measurement
  publication-title: Journal of Optics
– volume: 291
  start-page: 215
  year: 2018
  end-page: 225
  article-title: Salient object detection in hyperspectral imagery using multi-scale spectral-spatial gradient
  publication-title: Neurocomputing
– volume: 25
  start-page: 40
  issue: 1
  year: 2012
  end-page: 46
  article-title: Terahertz time domain spectroscopy and imaging: Emerging techniques for food process monitoring and quality control
  publication-title: Trends in Food Science & Technology
– volume: 10
  start-page: 972
  year: 2020
  end-page: 972
  article-title: A Method of Apple Image Segmentation Based on Color-Texture Fusion Feature and Machine Learning
  publication-title: Agronomy
– volume: 189
  start-page: 98
  year: 2017
  end-page: 110
  article-title: Thermal imaging and passive reflectance sensing to estimate the water status and grain yield of wheat under different irrigation regimes
  publication-title: Agricultural Water Management
– volume: 33
  start-page: 121
  issue: 2
  year: 2002
  end-page: 137
  article-title: Multispectral inspection of citrus in real-time using machine vision and digital signal processors
  publication-title: Computers and Electronics in Agriculture
– volume: 44
  start-page: 6901
  issue: 8
  year: 2019
  end-page: 6910
  article-title: Ripeness Classification of Bananas Using an Artificial Neural Network
  publication-title: Arabian Journal for Science and Engineering
– volume: 169
  start-page: 105212
  year: 2020
  end-page: 105212
  article-title: Application of laser biospeckle analysis for assessment of seed priming treatments
  publication-title: Computers and Electronics in Agriculture
– volume: 111
  start-page: 352
  year: 2016
  end-page: 361
  article-title: Non-destructive detection of chilling injury in cucumber fruit using hyperspectral imaging with feature selection and supervised classification
  publication-title: Postharvest Biology and Technology
– volume: 115
  start-page: 88
  year: 2015
  end-page: 96
  article-title: Brix, pH and anthocyanin content determination in whole Port wine grape berries by hyperspectral imaging and neural networks
  publication-title: Computers and Electronics in Agriculture
– volume: 20
  start-page: S3135
  issue: sup3
  year: 2017
  end-page: S3148
  article-title: Towards real-time speckle image processing for mealiness assessment in apple fruit
  publication-title: International Journal of Food Properties
– publication-title: The Use of Correlation, Association and Regression Techniques for Analyzing Processes and Food Products
– volume: 136
  start-page: 1733
  issue: 8
  year: 2011
  end-page: 1738
  article-title: Assessment of terahertz spectroscopy to detect antibiotic residues in food and feed matrices
  publication-title: Analyst
– volume: 150
  start-page: 220
  year: 2018
  end-page: 234
  article-title: Detection and classification of citrus diseases in agriculture based on optimized weighted segmentation and feature selection
  publication-title: Computers and Electronics in Agriculture
– volume: 158
  start-page: 345
  year: 2019
  end-page: 357
  article-title: A Bayesian framework for joint structure and colour based pixel-wise classification of grapevine proximal images
  publication-title: Computers and Electronics in Agriculture
– volume: 98
  start-page: 305
  year: 2019
  end-page: 310
  article-title: Evaluation of moisture content in processed apple chips using NIRS and wavelength selection techniques
  publication-title: Infrared Physics & Technology
– volume: 169
  start-page: 105235
  year: 2020
  end-page: 105235
  article-title: Combination of laser-light backscattering imaging and computer vision for rapid determination of oil palm fresh fruit bunches maturity
  publication-title: Computers and Electronics in Agriculture
– volume: 6
  start-page: 36
  issue: 1
  year: 2013
  end-page: 60
  article-title: Colour Measurement and Analysis in Fresh and Processed Foods: A Review
  publication-title: Food and Bioprocess Technology
– volume: 56
  year: 2019
  article-title: Development of a computer vision system to estimate the colour indices of Kinnow mandarins
  publication-title: Journal of Food Science and Technology
– volume: 167
  start-page: 63
  year: 2018
  end-page: 74
  article-title: Application for the estimation of the standard citrus colour index (CCI) using image processing in mobile devices
  publication-title: Biosystems Engineering
– volume: 25
  start-page: 23
  year: 2018
  end-page: 32
  article-title: Estimating soil organic matter content from Hyperion reflectance images using PLSR, PCR, MinR and SWR models in semi-arid regions of Iran
  publication-title: Environmental Development
– year: 2018
  article-title: 2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA). Anais...
  publication-title: Crop Disease Detection Using Deep Learning
– volume: 12088
  start-page: 3
  year: 2020
  end-page: 13
  publication-title: Pattern Recognition. Lecture Notes in Computer Science
– volume: 224
  start-page: 117386
  year: 2020
  end-page: 117386
  article-title: Identifying non-O157 Shiga toxin-producing Escherichia coli (STEC) using deep learning methods with hyperspectral microscope images
  publication-title: Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy
– volume: 63
  start-page: 19
  year: 2014
  end-page: 24
  article-title: Enhancement of the robustness on dynamic speckle laser numerical analysis
  publication-title: Optics and Lasers in Engineering
– volume: 162
  start-page: 99
  year: 2015
  end-page: 111
  article-title: Hyperspectral remote sensing of peatland floristic gradients
  publication-title: Remote Sensing of Environment
– start-page: 14624
  year: 2020
  end-page: 14624
  article-title: Hyperspectral imaging for discrimination of Keemun black tea quality categories: Multivariate calibration analysis and data fusion
  publication-title: International Journal of Food Science & Technology
– volume: 34
  start-page: 1167
  issue: 6
  year: 2019
  end-page: 1176
  article-title: Monitoring of functional blood flow on human hand due to effect of different treatments by laser biospeckle imaging
  publication-title: Lasers in Medical Science
– volume: 81
  start-page: 106454
  year: 2020
  end-page: 106454
  article-title: Detection of apple defect using laser-induced light backscattering imaging and convolutional neural network
  publication-title: Computers & Electrical Engineering
– volume: 122
  start-page: 109030
  year: 2020
  end-page: 109030
  article-title: Prediction of soluble solid content of Agaricus bisporus during ultrasound-assisted osmotic dehydration based on hyperspectral imaging
  publication-title: LWT
– volume: 31
  start-page: 1447
  issue: 7
  year: 2016
  end-page: 454
  article-title: Online fast Biospeckle monitoring of drug action in Trypanosoma cruzi parasites by motion history image
  publication-title: Lasers in Medical Science
– volume: 4
  start-page: 487
  issue: 4
  year: 2011
  end-page: 504
  article-title: Advances in Machine Vision Applications for Automatic Inspection and Quality Evaluation of Fruits and Vegetables
  publication-title: Food and Bioprocess Technology
– volume: 39
  start-page: 5849
  issue: 10
  year: 2012
  end-page: 5856
  article-title: Laser speckle contrast imaging: Multifractal analysis of data recorded in healthy subjects: Multifractal analysis of LSCI data
  publication-title: Medical Physics
– volume: 75
  start-page: 179
  issue: 1
  year: 2012
  end-page: 183
  article-title: Detection of Foreign Bodies in Foods Using Continuous Wave Terahertz Imaging
  publication-title: Journal of Food Protection
– start-page: 103694
  year: 2020
  end-page: 103694
  article-title: Measurement of water fractions in freeze-dried shiitake mushroom by means of multispectral imaging (MSI) and low-field nuclear magnetic resonance (LF-NMR)
  publication-title: Journal of Food Composition and Analysis
– volume: 48
  start-page: 592
  issue: 3
  year: 2017
  end-page: 601
  article-title: Fermentation process for production of apple-based kefir vinegar: microbiological, chemical and sensory analysis
  publication-title: Brazilian Journal of Microbiology
– volume: 293
  start-page: 213
  year: 2019
  end-page: 219
  article-title: Rapid determination of aflatoxin B1 concentration in soybean oil using terahertz spectroscopy with chemometric methods - ScienceDirect
  publication-title: Food Chemistry
– article-title: 2011 International Conference on Infrared, Millimeter, and Terahertz Waves. Anais...
  publication-title: Development of Sub- THz gyrotron for real-time food inspection
– volume: 86
  start-page: 1
  year: 2018
  end-page: 10
  article-title: Potential of VIS-NIR hyperspectral imaging and chemometric methods to identify similar cultivars of nectarine
  publication-title: Food Control
– volume: 162
  start-page: 364
  year: 2019
  end-page: 372
  article-title: Hyperspectral fruit and vegetable classification using convolutional neural networks
  publication-title: Computers and Electronics in Agriculture
– volume: 439
  start-page: 38
  year: 2019
  end-page: 46
  article-title: Laser speckle imaging for blood flow based on pixel resolved zero-padding auto-correlation coefficient distribution
  publication-title: Optics Communications
– volume: 157
  start-page: 110975
  year: 2019
  end-page: 110975
  article-title: Morphology and cell wall composition changes in lignified cells from loquat fruit during postharvest storage
  publication-title: Postharvest Biology and Technology
– volume: 145
  start-page: 76
  year: 2018
  end-page: 82
  article-title: Predicting the ripening of papaya fruit with digital imaging and random forests
  publication-title: Computers and Electronics in Agriculture
– volume: 20
  start-page: 3074
  year: 2020
  end-page: 3074
  article-title: Non-Destructive Detection of Strawberry Quality Using Multi-Features of Hyperspectral Imaging and Multivariate Methods
  publication-title: Sensors
– volume: 99
  start-page: 133
  year: 2020
  end-page: 141
  article-title: Recent advances in imaging techniques for bruise detection in fruits and vegetables
  publication-title: Trends in Food Science & Technology
– volume: 7
  start-page: 1047
  issue: 4
  year: 2014
  end-page: 1056
  article-title: Development of a Hyperspectral Computer Vision System Based on Two Liquid Crystal Tuneable Filters for Fruit Inspection. Application to Detect Citrus Fruits Decay
  publication-title: Food and Bioprocess Technology
– year: 2019
  publication-title: Learn Computer Vision Using OpenCV: With Deep Learning CNNs and RNNs
– volume: 754
  start-page: 142135
  year: 2021
  end-page: 142135
  article-title: Integrating hyperspectral imaging with machine learning techniques for the high-resolution mapping of soil nitrogen fractions in soil profiles
  publication-title: Science of The Total Environment
– volume: 183
  start-page: 184
  year: 2019
  end-page: 195
  article-title: A novel image processing algorithm to separate linearly clustered kiwifruits
  publication-title: Biosystems Engineering
– year: 2017
  article-title: Rapid Spectroscopic Analysis of Marzipan-Comparative Instrumentation
  publication-title: Journal of Near Infrared Spectroscopy
– volume: 86
  start-page: 940
  issue: 4
  year: 2013
  end-page: 951
  article-title: Laser speckle technology in stomatology. diagnostics of stresses and strains of hard biotissues and orthodontic and orthopedic structures
  publication-title: Journal of Engineering Physics and Thermophysics
– volume: 35
  start-page: 55
  issue: 1
  year: 2017
  end-page: 65
  article-title: Evaluation of the adsorption behavior of freeze-dried passion fruit pulp with added carriers by traditional biospeckle laser techniques
  publication-title: Drying Technology
– volume: 285
  start-page: 110106
  year: 2020
  end-page: 110106
  article-title: Pickled and dried mustard foreign matter detection using multispectral imaging system based on single shot method
  publication-title: Journal of Food Engineering
– volume: 141
  start-page: 39
  year: 2018
  end-page: 49
  article-title: Development of deep learning method for predicting firmness and soluble solid content of post-harvest Korla fragrant pear using Vis/NIR hyperspectral reflectance imaging
  publication-title: Postharvest Biology and Technology
– volume: 156
  start-page: 110936
  year: 2019
  end-page: 110936
  article-title: Maturity monitoring of intact fruit and arils of pomegranate cv. ‘Mollar de Elche’ using machine vision and chemometrics
  publication-title: Postharvest Biology and Technology
– volume: 142
  start-page: 388
  year: 2017
  end-page: 396
  article-title: Automatic apple recognition based on the fusion of color and 3D feature for robotic fruit picking
  publication-title: Computers and Electronics in Agriculture
– volume: 45
  start-page: 823
  issue: 4
  year: 2018
  end-page: 837
  article-title: Hyperspectral imaging technique to evaluate the firmness and the sweetness index of tomatoes
  publication-title: Korean Journal of Agricultural Science
– volume: 85
  start-page: 241
  year: 2019
  end-page: 251
  article-title: State-of-the-art in terahertz sensing for food and water security - A comprehensive review
  publication-title: Trends in Food Science & Technology
– volume: 154
  start-page: 52
  year: 2019
  end-page: 57
  article-title: The relationship between the appearance of pomegranate fruit and color and size of arils based on image processing
  publication-title: Postharvest Biology and Technology
– start-page: 1
  year: 2019
  end-page: 8
  article-title: Three Dimensional Reconstruction of Watermelon for Multimedia Traceability System
  publication-title: ETP International Journal of Food Engineering
– volume: 127
  start-page: 5825
  issue: 15
  year: 2016
  end-page: 5833
  article-title: Biospeckle numerical assessment followed by speckle quality tests
  publication-title: Optik
– year: 2018
  publication-title: The Image Processing Handbook
– volume: 6
  start-page: 3412
  issue: 12
  year: 2013
  end-page: 3419
  article-title: In-Line Estimation of the Standard Colour Index of Citrus Fruits Using a Computer Vision System Developed For a Mobile Platform
  publication-title: Food and Bioprocess Technology
– volume: 41
  year: 2018
  article-title: integration of computer vision and colorimetric sensor array for non-destructive detection of mango quality
  publication-title: Journal of Food Process Engineering
– volume: 175
  start-page: 105535
  year: 2020
  end-page: 105535
  article-title: Vineyard trunk detection using deep learning - An experimental device benchmark
  publication-title: Computers and Electronics in Agriculture
– volume: 67
  start-page: 93
  year: 2017
  end-page: 105
  article-title: Emerging non-destructive terahertz spectroscopic imaging technique: Principle and applications in the agri-food industry
  publication-title: Trends in Food Science & Technology
– volume: 40
  start-page: 518
  issue: 4
  year: 2020
  end-page: 525
  article-title: CLASSIFICATION OF ROBUSTA COFFEE FRUITS AT DIFFERENT MATURATION STAGES USING COLORIMETRIC CHARACTERISTICS
  publication-title: Engenharia Agrícola
– volume: 89
  start-page: 106128
  year: 2020
  end-page: 106128
  article-title: An effective automatic system deployed in agricultural Internet of Things using Multi-Context Fusion Network towards crop disease recognition in the wild
  publication-title: Applied Soft Computing
– year: 2019
  article-title: 2019 IEEE Eurasia Conference on IOT, Communication and Engineering (ECICE). Anais...
  publication-title: Sugarcane Disease Recognition using Deep Learning
– volume: 79
  start-page: 4169
  issue: 5–6
  year: 2020
  end-page: 4184
  article-title: Efficient classification and grading of MANGOES with GANFIS for improved performance
  publication-title: Multimedia Tools and Applications
– volume: 239
  start-page: 1055
  year: 2018
  end-page: 1063
  article-title: A bi-layer model for non-destructive prediction of soluble solids content in apple based on reflectance spectra and peel pigments
  publication-title: Food Chemistry
– volume: 72
  start-page: 1467
  issue: 10
  year: 2018
  end-page: 1478
  article-title: Non-invasive Determination of Firmness and Dry Matter Content of Stored Onion Bulbs Using Shortwave Infrared Imaging with Whole Spectra and Selected Wavelengths
  publication-title: Applied Spectroscopy
– volume: 108
  start-page: 103361
  year: 2020
  end-page: 103361
  article-title: Rapid detection of moisture content and shrinkage ratio of dried carrot slices by using a multispectral imaging system
  publication-title: Infrared Physics & Technology
– volume: 14
  start-page: 2190
  issue: 12
  year: 2017
  end-page: 2194
  article-title: Identification of Soybean Foliar Diseases Using Unmanned Aerial Vehicle Images
  publication-title: IEEE Geoscience and Remote Sensing Letters
– volume: 159
  start-page: 111001
  year: 2020
  end-page: 111001
  article-title: Early detection of eggplant fruit stored at chilling temperature using different non-destructive optical techniques and supervised classification algorithms
  publication-title: Postharvest Biology and Technology
– volume: 9730
  start-page: 801
  year: 2016
  end-page: 809
  publication-title: Image Analysis and Recognition. Lecture Notes in Computer Science
– volume: 183
  start-page: 55
  year: 2019
  end-page: 64
  article-title: Biospeckle local contrast analysis for surface roughness study of articular cartilage
  publication-title: Optik
– volume: 183
  start-page: 151
  year: 2019
  end-page: 159
  article-title: Comparison of rapid techniques for classification of ground meat
  publication-title: Biosystems Engineering
– volume: 160
  start-page: 111031
  year: 2020
  end-page: 111031
  article-title: Monitoring mature tomato (red stage) quality during storage using ultraviolet-induced visible fluorescence image
  publication-title: Postharvest Biology and Technology
– volume: 5
  start-page: 1121
  issue: 4
  year: 2012
  end-page: 1142
  article-title: Recent Advances and Applications of Hyperspectral Imaging for Fruit and Vegetable Quality Assessment
  publication-title: Food and Bioprocess Technology
– volume: 15
  start-page: 9
  year: 2018
  end-page: 16
  article-title: Development of realistic food microstructure considering the structural heterogeneity of cells and intercellular space
  publication-title: Food Structure
– volume: 60
  start-page: 1391
  issue: 4
  year: 2017
  end-page: 1401
  article-title: Application of Hyperspectral Imaging and Acoustic Emission Techniques for Apple Quality Prediction
  publication-title: Transactions of the ASABE
– volume: 20
  start-page: 100400
  year: 2020
  end-page: 100400
  article-title: Hyperspectral reflectance imaging to classify lettuce varieties by optimum selected wavelengths and linear discriminant analysis
  publication-title: Remote Sensing Applications: Society and Environment
– year: 2019
  publication-title: Mastering Machine Learning with Python in Six Steps: A Practical Implementation Guide to Predictive Data Analytics Using Python
– volume: 90
  start-page: 27
  issue: 1
  year: 2009
  end-page: 34
  article-title: Development of a machine for the automatic sorting of pomegranate (Punica granatum) arils based on computer vision
  publication-title: Journal of Food Engineering
– volume: 11
  start-page: 68
  issue: 3
  year: 2019
  end-page: 68
  article-title: Snack Texture Estimation System Using a Simple Equipment and Neural Network Model
  publication-title: Future Internet
– volume: 106
  start-page: 44
  year: 2015
  end-page: 52
  article-title: Detection of decay in fresh-cut lettuce using hyperspectral imaging and chlorophyll fluorescence imaging
  publication-title: Postharvest Biology and Technology
– volume: 156
  start-page: 241
  year: 2016
  end-page: 248
  article-title: VIS/NIR hyperspectral imaging and N-way PLS-DA models for detection of decay lesions in citrus fruits
  publication-title: Chemometrics and Intelligent Laboratory Systems
– volume: 47
  start-page: 037003
  issue: 3
  year: 2008
  end-page: 037003
  article-title: Detection of foreign bodies in chocolate with pulsed terahertz spectroscopy
  publication-title: Optical Engineering
– year: 2019
  publication-title: Discrimination of astringent and deastringed hard ‘Rojo Brillante’ persimmon fruit using a sensory threshold by means of hyperspectral imaging
– volume: 162
  start-page: 111118
  year: 2020
  end-page: 111118
  article-title: Application of biospeckle laser imaging for early detection of chilling and freezing disorders in orange
  publication-title: Postharvest Biology and Technology
– volume: 19
  start-page: 339
  issue: 4
  year: 2020
  end-page: 349
  article-title: Optical study of laser biospeckle activity in leaves of Jatropha curcas L.: a non-invasive and indirect assessment of foliar endophyte colonization
  publication-title: Mycological Progress
– volume: 112
  start-page: 121
  year: 2016
  end-page: 133
  article-title: Multispectral detection of skin defects of bi-colored peaches based on vis–NIR hyperspectral imaging
  publication-title: Postharvest Biology and Technology
– volume: 128
  start-page: 106221
  year: 2020
  end-page: 106221
  article-title: Illumination dependency in dynamic laser speckle analysis
  publication-title: Optics & Laser Technology
– volume: 125
  start-page: 314
  issue: 1
  year: 2014
  end-page: 317
  article-title: Bio-activity assessment of fruits using Generalized Difference and Parameterized Fujii method
  publication-title: Optik
– volume: 159
  start-page: 109
  year: 2017
  end-page: 120
  article-title: Prediction mapping of physicochemical properties in mango by hyperspectral imaging
  publication-title: Biosystems Engineering
– volume: 113
  start-page: 9
  issue: 9/10
  year: 2017
  end-page: 9
  article-title: Potential of interval partial least square regression in estimating leaf area index
  publication-title: South African Journal of Science
– volume: 171
  start-page: 111356
  year: 2021
  end-page: 111356
  article-title: Discrimination of common defects in loquat fruit cv. ‘Algerie’ using hyperspectral imaging and machine learning techniques
  publication-title: Postharvest Biology and Technology
– year: 2016
  article-title: 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Anais...
  publication-title: You Only Look Once: Unified, Real- Time Object Detection
– volume: 659
  start-page: 1021
  year: 2019
  end-page: 1031
  article-title: Rapid detection of cadmium and its distribution in Miscanthus sacchariflorus based on visible and near-infrared hyperspectral imaging
  publication-title: Science of The Total Environment
– volume: 75
  start-page: 204
  issue: 1
  year: 2011
  end-page: 212
  article-title: Automatic grading of Bi-colored apples by multispectral machine vision
  publication-title: Computers and Electronics in Agriculture
– volume: 245
  start-page: 132
  year: 2018
  end-page: 140
  article-title: Prediction of banana color and firmness using a novel wavelengths selection method of hyperspectral imaging
  publication-title: Food Chemistry
– year: 2014
  article-title: Computer Vision System Applied to Classification of “Manila” Mangoes During Ripening Process
  publication-title: Food and Bioprocess Technology
– volume: 168
  start-page: 111246
  year: 2020
  end-page: 111246
  article-title: Visible-NIR ‘point’ spectroscopy in postharvest fruit and vegetable assessment: The science behind three decades of commercial use
  publication-title: Postharvest Biology and Technology
– volume: 66
  start-page: 1
  issue: 1
  year: 2009
  end-page: 8
  article-title: Automatic sorting of satsuma (Citrus unshiu) segments using computer vision and morphological features
  publication-title: Computers and Electronics in Agriculture
– volume: 43
  issue: 10
  year: 2020
  article-title: identification of tomato maturity based on multinomial logistic regression with kernel clustering by integrating color moments and physicochemical indices
  publication-title: Journal of Food Process Engineering
– volume: 170
  start-page: 141
  issue: 2
  year: 2017
  end-page: 149
  article-title: Biospeckle activity in coffee seeds is associated non-destructively with seedling quality: Biospeckle activity in coffee seeds
  publication-title: Annals of Applied Biology
– volume: 97
  start-page: 100
  year: 2019
  end-page: 104
  article-title: Terahertz spectroscopic imaging with discriminant analysis for detecting foreign materials among sausages
  publication-title: Food Control
– volume: 194
  start-page: 403
  year: 2017
  end-page: 408
  publication-title: Advances in Optical Science and Engineering
– volume: 117
  start-page: 32
  year: 2018
  end-page: 44
  article-title: Network linear discriminant analysis
  publication-title: Computational Statistics & Data Analysis
– volume: 16
  issue: 11
  year: 2016
  article-title: In-line sorting of harumanis mango based on external quality using visible imaging
  publication-title: Sensors (Switzerland)
– volume: 52
  start-page: 557
  issue: 6
  year: 2018
  end-page: 564
  article-title: Determination of water activity, total soluble solids and moisture, sucrose, glucose and fructose contents in osmotically dehydrated papaya using near-infrared spectroscopy
  publication-title: Agriculture and Natural Resources
– volume: 24
  start-page: 567
  issue: 8
  year: 2020
  end-page: 572
  article-title: Tomato quality based on colorimetric characteristics of digital images
  publication-title: Revista Brasileira de Engenharia Agrícola e Ambiental
– volume: 7
  start-page: 928
  issue: 12
  year: 2019
  end-page: 928
  article-title: Multivariate Analysis and Machine Learning for Ripeness Classification of Cape Gooseberry Fruits
  publication-title: Processes
– volume: 158
  start-page: 271
  year: 2019
  end-page: 277
  article-title: Sound as a qualitative index of speckle laser to monitor biological systems
  publication-title: Computers and Electronics in Agriculture
– volume: 85
  start-page: 138
  year: 2019
  end-page: 148
  article-title: Monitoring strategies for quality control of agricultural products using visible and near-infrared spectroscopy: A review
  publication-title: Trends in Food Science & Technology
– volume: 189
  start-page: 60
  year: 2020
  end-page: 83
  article-title: Machine learning applications to non-destructive defect detection in horticultural products
  publication-title: Biosystems Engineering
– year: 2019
  article-title: Predicting of the Quality Attributes of Orange Fruit Using Hyperspec-tral Images
  publication-title: Journal of Food Quality and Hazards Control
– volume: 183
  start-page: 897
  year: 2019
  end-page: 905
  article-title: Viability of biospeckle laser in mobile devices
  publication-title: Optik
– volume: 11854
  start-page: 184
  year: 2019
  end-page: 196
  publication-title: Image and Video Technology. Lecture Notes in Computer Science
– volume: 142
  start-page: 70
  year: 2017
  end-page: 78
  article-title: Exponentially smoothed Fujii index for online imaging of biospeckle spatial activity
  publication-title: Computers and Electronics in Agriculture
– volume: 124
  start-page: 100
  year: 2017
  end-page: 106
  article-title: Application of low-field MRI for quality assessment of ‘Conference’ pears stored under controlled atmosphere conditions
  publication-title: Postharvest Biology and Technology
– year: 2020
  article-title: 2020 5th International Conference on Communication and Electronics Systems (ICCES). Anais...
  publication-title: Tomato Leaf Disease Detection Using Deep Learning Techniques
– volume: 7
  start-page: 424
  issue: 7
  year: 2019
  end-page: 424
  article-title: Deep Learning-Based Pose Estimation of Apples for Inspection in Logistic Centers Using Single- Perspective Imaging
  publication-title: Processes
– volume: 6
  start-page: 21299
  issue: 1
  year: 2016
  end-page: 21299
  article-title: Early detection of germinated wheat grains using terahertz image and chemometrics
  publication-title: Scientific Reports
– volume: 219
  start-page: 8
  year: 2018
  end-page: 15
  article-title: Comparison between artificial neural network and partial least squares regression models for hardness modeling during the ripening process of Swiss-type cheese using spectral profiles
  publication-title: Journal of Food Engineering
– year: 2009
  publication-title: Dynamic laser speckle and applications
– volume: 104
  start-page: 163
  year: 2020
  end-page: 176
  article-title: Recent developments in vibrational spectroscopic techniques for tea quality and safety analyses
  publication-title: Trends in Food Science & Technology
– volume: 194
  start-page: 395
  year: 2017
  end-page: 401
  publication-title: Advances in Optical Science and Engineering
– volume: 170
  start-page: 111318
  year: 2020
  end-page: 111318
  article-title: Hyperspectral imaging technology for quality and safety evaluation of horticultural products: A review and celebration of the past 20-year progress
  publication-title: Postharvest Biology and Technology
– volume: 149
  start-page: 116
  issue: 3
  year: 2002
  end-page: 120
  article-title: Terahertz imaging of objects in powders
  publication-title: IEE Proceedings - Optoelectronics
– volume: 34
  start-page: 1196
  issue: 05
  year: 2014
  end-page: 1200
  article-title: Preliminary Research on Insect Damage Detection in Pecans Using Terahertz Spectroscopy
  publication-title: Spectroscopy and spectral analysis
– volume: 49
  start-page: 311
  issue: 16
  year: 2016
  end-page: 314
  article-title: Detection of Honey Adulteration using Hyperspectral Imaging
  publication-title: IFAC-PapersOnLine
– volume: 10
  start-page: 209
  year: 2019
  end-page: 209
  article-title: Potato Virus Y Detection in Seed Potatoes Using Deep Learning on Hyperspectral Images
  publication-title: Frontiers in Plant Science
– volume: 18
  start-page: 4463
  issue: 12
  year: 2018
  end-page: 4463
  article-title: Data Fusion of Two Hyperspectral Imaging Systems with Complementary Spectral Sensing Ranges for Blueberry Bruising Detection
  publication-title: Sensors
– volume: 307
  start-page: 125533
  year: 2020
  end-page: 125533
  article-title: Quantitative analysis of wheat maltose by combined terahertz spectroscopy and imaging based on Boosting ensemble learning
  publication-title: Food Chemistry
– volume: 141
  start-page: 8
  year: 2018
  end-page: 15
  article-title: Application of hyperspectral imaging for nondestructive measurement of plum quality attributes
  publication-title: Postharvest Biology and Technology
– volume: 14
  issue: 7
  year: 2019
  article-title: Design of a tomato classifier based on machine vision
  publication-title: PLOS ONE
– year: 2020
  article-title: Banana disease diagnosis using computer vision and machine learning methods
  publication-title: Journal of Ambient Intelligence and Humanized Computing
– start-page: 303
  year: 2019
  end-page: 331
  publication-title: Food Quality and Shelf Life
– volume: 210
  start-page: 415
  year: 2016
  end-page: 421
  article-title: Application of terahertz spectroscopy imaging for discrimination of transgenic rice seeds with chemometrics
  publication-title: Food Chemistry
– volume: 13
  start-page: 444
  issue: 1
  year: 2019
  end-page: 453
  article-title: Blackspot bruise in potatoes: susceptibility and biospeckle activity response analysis
  publication-title: Journal of Food Measurement and Characterization
– volume: 150
  start-page: 215
  year: 2019
  end-page: 233
  publication-title: Nature Inspired Optimization Techniques for Image Processing Applications. Intelligent Systems Reference Library
– volume: 125
  start-page: 168
  year: 2017
  end-page: 180
  article-title: Rapid monitoring 1- MCP-induced modulation of sugars accumulation in ripening ‘Hayward’ kiwifruit by Vis/NIR hyperspectral imaging
  publication-title: Postharvest Biology and Technology
– volume: 174
  start-page: 105446
  year: 2020
  end-page: 105446
  article-title: Vine disease detection in UAV multispectral images using optimized image registration and deep learning segmentation approach
  publication-title: Computers and Electronics in Agriculture
– volume: 198
  start-page: 338
  year: 2020
  end-page: 349
  article-title: Vision based volume estimation method for automatic mango grading system
  publication-title: Biosystems Engineering
– volume: 129
  start-page: 79
  year: 2017
  end-page: 89
  article-title: Measuring colour of vine tomatoes using hyperspectral imaging
  publication-title: Postharvest Biology and Technology
– volume: 165
  start-page: 104962
  year: 2019
  end-page: 104962
  article-title: Segmentation of tomato leaf images based on adaptive clustering number of K-means algorithm
  publication-title: Computers and Electronics in Agriculture
– volume: 198
  start-page: 103936
  year: 2020
  end-page: 103936
  article-title: Essential processing methods of hyperspectral images of agricultural and food products
  publication-title: Chemometrics and Intelligent Laboratory Systems
– volume: 109
  start-page: 670
  year: 2017
  end-page: 676
  article-title: Biospeckle laser technique applied for estimating disinfection accomplishment of wastewaters subjected to chlorination
  publication-title: Process Safety and Environmental Protection
– volume: 7
  start-page: 51
  issue: 4
  year: 2019
  end-page: 70
  article-title: Fruit Image Classification Using Convolutional Neural Networks
  publication-title: International Journal of Software Innovation
– volume: 174
  start-page: 105501
  year: 2020
  end-page: 105501
  article-title: Unsupervised adversarial deep domain adaptation method for potato defects classification
  publication-title: Computers and Electronics in Agriculture
– volume: 7
  year: 2018
  article-title: Semi-supervised learning of hyperspectral image segmentation applied to vine tomatoes and table grapes
  publication-title: Journal of Spectral Imaging
– volume: 43
  issue: 7
  year: 2020
  article-title: Indonesian fruits classification from image using MPEG-7 descriptors and ensemble of simple classifiers
  publication-title: Journal of Food Process Engineering
– volume: 96
  start-page: 383
  year: 2019
  end-page: 389
  article-title: Large-scan-area sub-terahertz imaging system for non-destructive food quality inspection
  publication-title: Food Control
– year: 2020
  article-title: Apple fruit sorting using novel thresholding and area calculation algorithms
  publication-title: Soft Computing
– volume: 13
  start-page: 2229
  issue: 10
  year: 2014
  end-page: 2235
  article-title: Detection of Thrips Defect on Green-Peel Citrus Using Hyperspectral Imaging Technology Combining PCA and B-Spline Lighting Correction Method
  publication-title: Journal of Integrative Agriculture
– volume: 60
  start-page: 1379
  year: 2017
  end-page: 1389
  article-title: Development of a Multispectral Structured Illumination Reflectance Imaging (SIRI) System and Its Application to Bruise Detection of Apples
  publication-title: Transactions of the ASABE (American Society of Agricultural and Biological Engineers)
– volume: 179
  start-page: 105824
  year: 2020
  end-page: 105824
  article-title: Image recognition of four rice leaf diseases based on deep learning and support vector machine
  publication-title: Computers and Electronics in Agriculture
– volume: 17
  start-page: 7502
  issue: 22
  year: 2017
  end-page: 7515
  article-title: A Multispectral 3-D Vision System for Invertebrate Detection on Crops
  publication-title: IEEE Sensors Journal
– volume: 42
  start-page: 284
  year: 2014
  end-page: 289
  article-title: Foreign-body detection in dry food using continuous sub-terahertz wave imaging
  publication-title: Food Control
– volume: 20
  start-page: 287
  issue: 7
  year: 2020
  end-page: 295
  article-title: Biospeckle-characterization of hairy root cultures using laser speckle photometry
  publication-title: Engineering in Life Sciences
– volume: 7
  start-page: 27389
  year: 2019
  end-page: 27400
  article-title: Classification of Cape Gooseberry Fruit According to its Level of Ripeness Using Machine Learning Techniques and Different Color Spaces - IEEE Journals & Magazine
  publication-title: IEEE access
– start-page: B9780081005965031000
  year: 2016
  end-page: B9780081005965031000
  publication-title: Reference Module in Food Science
– volume: 122
  start-page: 275
  issue: 11
  year: 2016
  end-page: 275
  article-title: Assessment of biological activity in RAW 264.7 cell line stimulated with lipopolysaccharide using dynamic laser speckle
  publication-title: Applied Physics B
– volume: 97
  start-page: 1
  year: 2020
  end-page: 13
  article-title: Biospeckle laser technique – A novel non-destructive approach for food quality and safety detection
  publication-title: Trends in Food Science & Technology
– volume: 162
  start-page: 859
  year: 2019
  end-page: 873
  article-title: Optoelectronic proximal sensing vehicle-mounted technologies in precision agriculture: A review
  publication-title: Computers and Electronics in Agriculture
– volume: 245
  start-page: 282
  year: 2018
  end-page: 288
  article-title: Qualitative identification of food materials by complex refractive index mapping in the terahertz range
  publication-title: Food Chemistry
– volume: 125
  start-page: 35
  year: 2017
  end-page: 41
  article-title: Astringency assessment of persimmon by hyperspectral imaging
  publication-title: Postharvest Biology and Technology
SSID ssj0000396062
Score 2.3248935
Snippet ABSTRACT Computer vision (CV) has been applied for years to automate many human activities. It is one of the key technologies for the modernization of the...
SourceID doaj
scielo
crossref
SourceType Open Website
Open Access Repository
Enrichment Source
Index Database
SubjectTerms Agriculture 4.0
AGRONOMY
Artificial intelligence
Digital images
Machine learning
Machine vision
Title Computer vision applied to food and agricultural products
URI http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1806-66902020000500416&lng=en&tlng=en
https://doaj.org/article/3264cf50f94c4dbcba64748a5289802b
Volume 51
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LS8QwEA7iSQ_iE9cXPQgepGzTJmlzXMVlURREF_YWkibjZWmX3fr_nTTd0pNePLSHkhff5PFNyXxDyK1xLi_AilhnBcQsS2VsMulinE06ZWBZmvhA4dc3MZuz5wVfDFJ9-TthQR44ADdGesFK4AlIVjJrSqMFy1mhOXoKRZIav_vimTdwpto9OPPMPA1RMlxmfEwLdJ0F-oLoE_rwFH-HbnAStYL9Xi4UV9RyeMRMD8lBxw2jSRjTEdlx1THZn3ytO30Md0LkNgtDFILCIx1YZNTUEdS1jXSFT18DW1sFSdfNKZlPnz4fZ3GX_SAucfBNTAEcJLkEK0vLWO6sBWoTcLjCQJfSCInUg7LUZVjBUOYspUjWECsOHPLsjOxWdeXOSYROEBgrDDfUMJNzozUyPZM7aovUJmJE6BYJVXbS4D5DxVKhi-DRUx495dFTW_RG5L6vswrCGL-WfvAA9yW9qHX7AU2tOlOrv0w9InfBPKpbZxv10XcVekq4FxATF__R3SXZ842G_y1XZLdZf7trZCCNuWknG75f3osfWh3UFQ
linkProvider Directory of Open Access Journals
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Computer+vision+applied+to+food+and+agricultural+products&rft.jtitle=Ci%C3%AAncia+agron%C3%B4mica&rft.au=Fracarolli%2C+Juliana+Aparecida&rft.au=Pavarin%2C+Fernanda+Fernandes+Adimari&rft.au=Castro%2C+Wilson&rft.au=Blasco%2C+Jose&rft.date=2020-01-01&rft.pub=Universidade+Federal+do+Cear%C3%A1&rft.issn=1806-6690&rft.volume=51&rft.issue=spe&rft_id=info:doi/10.5935%2F1806-6690.20200087&rft.externalDocID=S1806_66902020000500416
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1806-6690&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1806-6690&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1806-6690&client=summon