Research graph
References from Research Progress on Intelligent Color-Sorting Equipment for Post-Harvest Chili Peppers: Machine Vision, Pneumatic Actuation, and System Integration. Local targets link to admitted publications; unresolved targets remain external evidence.
Machine vision-based automatic fruit quality detection and grading
10.15302/j-fase-2023532 · 2025 · External reference
10.3390/agriculture15111200
10.3390/agriculture15111200 · External reference
A machine vision-intelligent modelling based technique for in-line bell pepper sorting
2023 · External reference
Design and evaluation of an intelligent sorting system for bell pepper using deep convolutional neural networks
10.1111/1750-3841.15995 · 2022 · External reference
Automated Conveyor System of Sorting and Grading for Red Chili Pepper (Capsicum annum L.) using Image Processing and Artificial Neural Network
2024 · External reference
Automatic Bell Pepper Colour Detector and Sorting Machine
10.37624/ijert/13.11.2020.3156-3166 · 2020 · External reference
10.3390/agriculture15151703
10.3390/agriculture15151703 · External reference
10.3390/pr13051402
10.3390/pr13051402 · External reference
10.3390/app10155097
10.3390/app10155097 · External reference
Band selection pipeline for maturity stage classification in bell peppers: From full spectrum to simulated camera data
10.1016/j.jfoodeng.2023.111824 · 2024 · External reference
10.3390/s25051405
10.3390/s25051405 · External reference
10.3389/fpls.2022.868745
10.3389/fpls.2022.868745 · External reference
10.1007/10_2016_51
10.1007/10_2016_51 · External reference
Machine vision system: A tool for quality inspection of food and agricultural products
10.1007/s13197-011-0321-4 · 2012 · External reference
10.3390/agriculture15131351
10.3390/agriculture15131351 · External reference
Preliminary study nondestructive sorting techniques for pepper (Capsicum annuum L.) using odor parameter
10.1016/j.lwt.2022.113667 · 2022 · External reference
10.3390/agronomy14102395
10.3390/agronomy14102395 · External reference
10.3390/agriculture15202167
10.3390/agriculture15202167 · External reference
Review: Computer vision applied to the inspection and quality control of fruits and vegetables
10.1590/s1981-67232013005000031 · 2013 · External reference
10.3390/foods14020286
10.3390/foods14020286 · External reference
10.3390/foods14030386
10.3390/foods14030386 · External reference
Recent advances on post-harvest technologies of bell pepper: A review
10.1016/j.heliyon.2023.e15302 · 2023 · External reference
Advanced Detection Techniques Using Artificial Intelligence in Processing of Berries
10.1007/s12393-021-09298-5 · 2022 · External reference
Extracting External Features of Sweet Peppers Using Machine Vision System on Mobile Fruits Grading Robot
10.1515/1556-3758.1522 · 2012 · External reference
Deep learning and machine vision for food processing: A survey
10.1016/j.crfs.2021.03.009 · 2021 · External reference
Mechatronic components in apple sorting machines with computer vision
10.1007/s11694-018-9728-1 · 2018 · External reference
10.3390/foods14020258
10.3390/foods14020258 · External reference
An intelligent surface quality detection method for defect identification and classification based on YOLOv5 model
10.1098/rsos.242239 · 2025 · External reference
The Sorting and Grading of Red Chilli Peppers (Capsicum annuum L.) Using Digital Image Processing
2019 · External reference
10.3390/electronics13112114
10.3390/electronics13112114 · External reference
10.3390/foods14142513
10.3390/foods14142513 · External reference
Carotenoid biosynthesis and sequestration in red chilli pepper fruit and its impact on colour intensity traits
10.1093/jxb/erz086 · 2019 · External reference
10.3390/genes16111319
10.3390/genes16111319 · External reference
Chili Classification Using Shape and Color Features Based on Image Processing
2022 · External reference
Classification of Capsicum Varieties Using Color Analysis with Convolutional Neural Network
2024 · External reference
Chili Pepper Variety Detection System Using the Principal Component Analysis Method
2024 · External reference
10.3390/app15137024
10.3390/app15137024 · External reference
Nutritional composition changes in bell pepper as affected by the ripening stage of fruits at harvest or post-harvest storage and assessed non-destructively
10.1002/jsfa.11375 · 2022 · External reference
Maturity prediction of intact bell peppers by sensor fusion
10.1016/j.compag.2014.03.006 · 2014 · External reference
The use of digital imaging, chlorophyll fluorescence and Vis/NIR spectroscopy in assessing the ripening stage and freshness status of bell pepper fruit
10.1016/j.compag.2021.106265 · 2021 · External reference
Characteristics of pigment composition and colour value by the difference of harvesting times in Korean red pepper varieties (Capsicum annuum L.)
10.1111/j.1365-2621.2007.01542.x · 2008 · External reference
A Computer Vision-Based Methodology to Estimate Fruit Colour Diversity in Ornamental Pepper (Capsicum spp.)
10.1111/pbr.13237 · 2024 · External reference
10.3390/horticulturae10121336
10.3390/horticulturae10121336 · External reference
Hyperspectral imaging system for pre- and post-harvest defect detection in paprika fruit
10.1016/j.postharvbio.2024.113151 · 2024 · External reference
Macroscopic and microscopic characterization of fluorescence properties of multiple sweet pepper cultivars (Capsicum annuum L.) using excitation-emission matrix and UV induced fluorescence imaging
10.1016/j.saa.2022.122094 · 2023 · External reference
Fusion of visible and fluorescence imaging through deep neural network for color value prediction of pelletized red peppers
10.1111/1750-3841.17444 · 2024 · External reference
Hyperspectral imaging of intact bell peppers
10.1016/j.biosystemseng.2013.07.003 · 2014 · External reference
An image processing algorithm for detecting in-line potato tubers without singulation
10.1016/j.compag.2009.11.001 · 2010 · External reference
Fruit Detectability Analysis for Different Camera Positions in Sweet-Pepper
10.3390/s140406032 · 2014 · External reference
NDT-6D for color registration in agri-robotic applications
10.1002/rob.22194 · 2023 · External reference
10.3390/agriculture16020277
10.3390/agriculture16020277 · External reference
Sweet pepper detection in day and night greenhouse environments using thermal and depth imaging
10.1186/s40648-025-00317-2 · 2025 · External reference
10.3390/agriculture14060822
10.3390/agriculture14060822 · External reference
Transforming Apple Grading: Standards Survey and Deep Learning Insights
10.1007/s11947-025-03822-9 · 2025 · External reference
10.3390/foods13172776
10.3390/foods13172776 · External reference
Development of automated real-time mango grader using machine vision technique
10.1007/s44279-025-00281-w · 2025 · External reference
Fruit sorting robot based on color and size for an agricultural product packaging system
10.11591/eei.v9i4.2353 · 2020 · External reference
Computer vision based date fruit grading system: Design and implementation
10.1016/j.jksuci.2010.03.003 · 2011 · External reference
A microcontroller based machine vision approach for tomato grading and sorting using SVM classifier
10.1016/j.micpro.2020.103090 · 2020 · External reference
Advances in Machine Vision Applications for Automatic Inspection and Quality Evaluation of Fruits and Vegetables
10.1007/s11947-010-0411-8 · 2011 · External reference
Nondestructive methods for fruit quality evaluation
10.1038/s41598-021-87530-2 · 2021 · External reference
A Real-Time Apple Grading System Using Multicolor Space
10.1155/2014/292681 · 2014 · External reference
10.3390/agriculture13091824
10.3390/agriculture13091824 · External reference
10.3390/jimaging11040120
10.3390/jimaging11040120 · External reference
Color grading of green Sichuan pepper (Zanthoxylum armatum DC.) dried fruit based on image processing and BP neural network algorithm
10.1016/j.scienta.2024.113171 · 2024 · External reference
Development of an optimally designed real-time automatic citrus fruit grading–sorting machine leveraging computer vision-based adaptive deep learning model
10.1016/j.engappai.2023.105826 · 2023 · External reference
Computer Vision Assisted Real-Time Bird Eye Chili Classification Using YOLO V5 Framework
2024 · External reference
10.3390/agriculture13010124
10.3390/agriculture13010124 · External reference
Tomato classification with YOLOv8: Enhancing automated sorting and quality assessment
10.1016/j.atech.2025.101221 · 2025 · External reference
10.3390/agronomy15061273
10.3390/agronomy15061273 · External reference
10.3390/agronomy15092074
10.3390/agronomy15092074 · External reference
10.3390/horticulturae7090276
10.3390/horticulturae7090276 · External reference
Design and Preliminary Evaluation of Automated Sweetpotato Sorting Mechanisms
10.3390/agriengineering6030175 · 2024 · External reference
Design of an IoT ultrasonic-vision based system for automatic fruit sorting utilizing size and color
10.1016/j.iot.2023.101017 · 2024 · External reference
An Intelligent Hybrid Experimental-Based Deep Learning Algorithm for Tomato-Sorting Controllers
10.1109/access.2019.2932730 · 2019 · External reference
Development of tomato nondestructive measurement system based on machine vision
10.1007/s11694-025-03197-7 · 2025 · External reference
A multimodal machine vision system for quality inspection of onions
10.1016/j.jfoodeng.2015.06.027 · 2015 · External reference
Subsurface Bruise Detection in Fruits Using Active Infrared Imaging
10.1007/s10341-025-01705-z · 2025 · External reference
10.3390/foods13172688
10.3390/foods13172688 · External reference
Combination of digital images and laser light to predict moisture content and color of bell pepper simultaneously during drying
10.1016/j.jfoodeng.2011.10.037 · 2012 · External reference
Automatic grading of Bi-colored apples by multispectral machine vision
10.1016/j.compag.2010.11.006 · 2011 · External reference
Comparative Study of Color, Pungency, and Biochemical Composition in Chili Pepper (Capsicum annuum) Under Different Light-emitting Diode Treatments
10.21273/hortsci.47.12.1729 · 2012 · External reference
Apple maturity quantification based on fine-grained coloration analysis using deep learning and computer vision
10.1007/s11694-025-03652-5 · 2025 · External reference
Raman Analysis of Natural Pigments During the Ripening Process in Different Types of Peppers
2025 · External reference
10.3390/agriculture14030331
10.3390/agriculture14030331 · External reference
CAM-YOLO: Tomato detection and classification based on improved YOLOv5 using combining attention mechanism
10.7717/peerj-cs.1463 · 2023 · External reference
10.3390/app11041614
10.3390/app11041614 · External reference
10.3390/foods13162571
10.3390/foods13162571 · External reference
10.3390/plants14213378
10.3390/plants14213378 · External reference
10.3390/agriculture15212263
10.3390/agriculture15212263 · External reference
10.3390/foods11213483
10.3390/foods11213483 · External reference
10.3389/fpls.2025.1483824
10.3389/fpls.2025.1483824 · External reference
YOLO-ALDS: An instance segmentation framework for tomato defect segmentation and grading based on active learning and improved YOLO11
10.1016/j.compag.2025.110820 · 2025 · External reference
10.3390/s23187893
10.3390/s23187893 · External reference
10.3390/agriculture14071098
10.3390/agriculture14071098 · External reference
10.3390/agriculture14070978
10.3390/agriculture14070978 · External reference
Detection of green pepper impurities based on hyperspectral imaging technology
10.1016/j.saa.2025.126170 · 2025 · External reference
10.3390/agriculture15060630
10.3390/agriculture15060630 · External reference
10.3390/agriengineering7080246
10.3390/agriengineering7080246 · External reference
YOLOV8-CMS: A high-accuracy deep learning model for automated citrus leaf disease classification and grading
10.1186/s13007-025-01396-3 · 2025 · External reference
10.3390/agronomy15040891
10.3390/agronomy15040891 · External reference
Sensor fusion techniques in deep learning for multimodal fruit and vegetable quality assessment: A comprehensive review
10.1007/s11694-024-02789-z · 2024 · External reference
Hyperspectral Imaging and Deep Learning for Quality and Safety Inspection of Fruits and Vegetables: A Review
10.1021/acs.jafc.4c11492 · 2025 · External reference
Development of sorting and grading methodology of jujubes using hyperspectral image data
10.1016/j.postharvbio.2025.113406 · 2025 · External reference
Recent Advancements in Fruit Detection and Classification Using Deep Learning Techniques
10.1155/2022/9210947 · 2022 · External reference
Computer Vision for Plant Disease Recognition: A Comprehensive Review
10.1007/s12229-024-09299-z · 2024 · External reference
10.3390/plants14131990
10.3390/plants14131990 · External reference
Easy domain adaptation method for filling the species gap in deep learning-based fruit detection
10.1038/s41438-021-00553-8 · 2021 · External reference
Evaluation of a new apple in-field sorting system for fruit singulation, rotation and imaging
10.1016/j.compag.2023.107789 · 2023 · External reference
Computer vision-based apple grading for golden delicious apples based on surface features
2017 · External reference
Shape Analysis of Agricultural Products: A Review of Recent Research Advances and Potential Application to Computer Vision
10.1007/s11947-011-0556-0 · 2011 · External reference
10.3390/plants15132103
10.3390/plants15132103 · External reference
VIS–SWIR hyperspectral imaging for campaign-year verification and moisture screening in smoked paprika (Capsicum annuum L.)
10.1016/j.jfca.2026.109097 · 2026 · External reference
Quality Analysis of Stored Bell Peppers Using Near-Infrared Hyperspectral Imaging
10.13031/trans.12482 · 2018 · External reference
Nondestructive detection of low temperature induced stress on post-harvest quality of kápia type sweet pepper
2021 · External reference
An overview on optical nondestructive detection of bruises in fruit: Technology, method, application, challenge and trend
10.1016/j.compag.2023.108195 · 2023 · External reference
Sorting and counting of almond kernels on conveyor belt using computer vision and deep learning techniques
10.1016/j.postharvbio.2025.113654 · 2025 · External reference
Design of an automatic apple sorting system using machine vision
10.1016/j.compag.2016.06.030 · 2016 · External reference
10.3390/foods12040793
10.3390/foods12040793 · External reference
Design and implementation of sequential fruit size sorting machine
10.1590/1807-1929/agriambi.v26n10p722-728 · 2022 · External reference
10.3389/fpls.2021.622062
10.3389/fpls.2021.622062 · External reference
10.3390/machines12100689
10.3390/machines12100689 · External reference
10.3390/agriculture15242574
10.3390/agriculture15242574 · External reference
Peduncle Detection of Sweet Pepper for Autonomous Crop Harvesting—Combined Color and 3-D Information
10.1109/lra.2017.2651952 · 2017 · External reference
Pneumatic separation system for collected seedlings using subdivided air streams
2022 · External reference
A novel air-suction classifier for fresh sphere fruits in pneumatic bulk grading
10.1007/s11694-023-01878-9 · 2023 · External reference
10.3390/foods13101458
10.3390/foods13101458 · External reference
Design and Simulation of an Underactuated End-Effector for Low-Damage Sweet Pepper Harvesting
10.35633/inmateh-77-41 · 2025 · External reference
Design and Experiment of an End-Effector for Harvesting Sweet Pepper in Compliant Obstacle Environment
10.35633/inmateh-71-23 · 2023 · External reference
Hysteresis modeling and trajectory tracking control of the pneumatic muscle actuator using modified Prandtl–Ishlinskii model
10.1016/j.mechmachtheory.2017.07.016 · 2018 · External reference
Experimental study on flow field distribution and material separation characteristics in a pneumatic potato impurity removal device based on CFD-DEM coupling
10.1016/j.compag.2026.112163 · 2026 · External reference
SoftER: A Spiral Soft Robotic Ejector for Sorting Applications
10.1109/lra.2023.3315206 · 2023 · External reference
Experimental Evaluation of a Novel Sensor-Based Sorting Approach Featuring Predictive Real-Time Multiobject Tracking
10.1109/tie.2020.2970643 · 2021 · External reference
Intelligent sorting method for assembly line based on visual positioning and model predictive control of robotic arm
2023 · External reference
Development of a sweet pepper harvesting robot
10.1002/rob.21937 · 2020 · External reference
Pepper to fall: A perception method for sweet pepper robotic harvesting
10.1007/s11370-021-00401-7 · 2022 · External reference
Development and test of a spring-finger roller-type hot pepper picking header
2024 · External reference
10.3390/electronics12183891
10.3390/electronics12183891 · External reference
Food Quality Inspection and Grading Using Efficient Image Segmentation and Machine Learning-Based System
10.1155/2022/5262294 · 2022 · External reference
10.3390/s22218192
10.3390/s22218192 · External reference
Predictive model-based quality inspection using Machine Learning and Edge Cloud Computing
10.1016/j.aei.2020.101101 · 2020 · External reference
10.3390/agriengineering7090277
10.3390/agriengineering7090277 · External reference
A computer vision system for defect discrimination and grading in tomatoes using machine learning and image processing
2019 · External reference
Real-time monitoring of pepper harvesting loss using a lightweight vision model
10.1016/j.atech.2026.102197 · 2026 · External reference
Impurity rates detection for pepper harvesting based on YOLOv8n-Seg-ASB and random forest
10.1016/j.atech.2025.101224 · 2025 · External reference
10.1371/journal.pone.0271352
10.1371/journal.pone.0271352 · External reference
10.3390/foods12112117
10.3390/foods12112117 · External reference
10.3389/fpls.2024.1411178
10.3389/fpls.2024.1411178 · External reference
Development and systematic evaluation of an innovative multispectral vision-based sweetpotato grading and sorting system
10.1016/j.atech.2026.102204 · 2026 · External reference
10.3390/foods13030404
10.3390/foods13030404 · External reference
General model of multi-quality detection for apple from different origins by Vis/NIR transmittance spectroscopy
10.1007/s11694-022-01375-5 · 2022 · External reference
10.3390/agronomy15051234
10.3390/agronomy15051234 · External reference
10.3390/s21092940
10.3390/s21092940 · External reference
10.3390/foods13233956
10.3390/foods13233956 · External reference
10.3389/fpls.2025.1676977
10.3389/fpls.2025.1676977 · External reference
Monitoring of impurities in green peppers based on convolutional neural networks
10.1007/s11760-023-02711-y · 2024 · External reference
Defect Detection in Fruit and Vegetables by Using Machine Vision Systems and Image Processing
10.1007/s12393-022-09307-1 · 2022 · External reference
Automatic early bruise detection in strawberry fruit by hyperspectral imaging and deep learning techniques
10.1016/j.postharvbio.2025.113966 · 2026 · External reference
Enhanced YOLOv11n: A Method for Potato Peel Damage Detection
10.1002/fsn3.70576 · 2025 · External reference
Two-wavelength image detection of early decayed oranges by coupling spectral classification with image processing
10.1016/j.jfca.2022.104642 · 2022 · External reference
10.20944/preprints202408.0024.v1
10.20944/preprints202408.0024.v1 · External reference
10.3390/s21041288
10.3390/s21041288 · External reference
Identification of apple variety using machine vision and deep learning with Multi-Head Attention mechanism and GLCM
10.1007/s11694-025-03385-5 · 2025 · External reference
Discrimination of Apples Using Near Infrared Spectroscopy and Sorting Discriminant Analysis
10.1080/10942912.2014.971181 · 2016 · External reference
Classification of Apple Varieties Using Near Infrared Reflectance Spectroscopy and Fuzzy Discriminant C-Means Clustering Model
10.1111/jfpe.12355 · 2017 · External reference
Maturity status classification of papaya fruits based on machine learning and transfer learning approach
2021 · External reference
10.3390/s18093083
10.3390/s18093083 · External reference
Design, optimization, and validation of a high-speed delta parallel system for soft fruit sorting
10.1016/j.atech.2026.102031 · 2026 · External reference
Detection of Early Damage in Kiwifruit Based on Near-Infrared Technology
10.1111/jfpe.70130 · 2025 · External reference
10.3390/agriculture15151702
10.3390/agriculture15151702 · External reference
Rapid Assessment of Fruits and Vegetables Quality Using Spectroscopy and Imaging Techniques: Recent Advances and Perspectives
10.1007/s12393-025-09424-7 · 2025 · External reference
Maturation and determination of the harvest point of Capsicum chinense Jacq. (‘biquinho’ pepper)
2022 · External reference
Hybrid-Learning-Based Operational Visual Quality Inspection for Edge-Computing-Enabled IoT System
10.1109/jiot.2021.3107902 · 2022 · External reference
10.3389/fnut.2022.993737
10.3389/fnut.2022.993737 · External reference
10.3390/foods14132350
10.3390/foods14132350 · External reference
10.3390/agronomy15081831
10.3390/agronomy15081831 · External reference
10.3389/fpls.2025.1527508
10.3389/fpls.2025.1527508 · External reference
10.3389/fpls.2023.1240361
10.3389/fpls.2023.1240361 · External reference
Recent Advances and Applications of Hyperspectral Imaging for Fruit and Vegetable Quality Assessment
10.1007/s11947-011-0725-1 · 2012 · External reference
Application of hyperspectral imaging systems and artificial intelligence for quality assessment of fruit, vegetables and mushrooms: A review
10.1016/j.biosystemseng.2022.07.013 · 2022 · External reference
Visible-NIR ‘point’ spectroscopy in post-harvest fruit and vegetable assessment: The science behind three decades of commercial use
10.1016/j.postharvbio.2020.111246 · 2020 · External reference
10.3390/foods12132618
10.3390/foods12132618 · External reference
Growth period determination and color coordinates visual analysis of tomato using hyperspectral imaging technology
10.1016/j.saa.2024.124538 · 2024 · External reference
10.3390/agriculture15060573
10.3390/agriculture15060573 · External reference
10.3390/agronomy15102271
10.3390/agronomy15102271 · External reference
Enhanced YOLOv11n: A Method for Potato Peel Damage Detection
10.1002/fsn3.70576 · ExternalCitation · doi-reference
Nutritional composition changes in bell pepper as affected by the ripening stage of fruits at harvest or post-harvest storage and assessed non-destructively
10.1002/jsfa.11375 · ExternalCitation · doi-reference
Development of a sweet pepper harvesting robot
10.1002/rob.21937 · ExternalCitation · doi-reference
NDT-6D for color registration in agri-robotic applications
10.1002/rob.22194 · ExternalCitation · doi-reference
10.1007/10_2016_51
10.1007/10_2016_51 · ExternalCitation · doi-reference
Subsurface Bruise Detection in Fruits Using Active Infrared Imaging
10.1007/s10341-025-01705-z · ExternalCitation · doi-reference
Pepper to fall: A perception method for sweet pepper robotic harvesting
10.1007/s11370-021-00401-7 · ExternalCitation · doi-reference
Mechatronic components in apple sorting machines with computer vision
10.1007/s11694-018-9728-1 · ExternalCitation · doi-reference
General model of multi-quality detection for apple from different origins by Vis/NIR transmittance spectroscopy
10.1007/s11694-022-01375-5 · ExternalCitation · doi-reference
A novel air-suction classifier for fresh sphere fruits in pneumatic bulk grading
10.1007/s11694-023-01878-9 · ExternalCitation · doi-reference
Sensor fusion techniques in deep learning for multimodal fruit and vegetable quality assessment: A comprehensive review
10.1007/s11694-024-02789-z · ExternalCitation · doi-reference
Development of tomato nondestructive measurement system based on machine vision
10.1007/s11694-025-03197-7 · ExternalCitation · doi-reference
Identification of apple variety using machine vision and deep learning with Multi-Head Attention mechanism and GLCM
10.1007/s11694-025-03385-5 · ExternalCitation · doi-reference
Apple maturity quantification based on fine-grained coloration analysis using deep learning and computer vision
10.1007/s11694-025-03652-5 · ExternalCitation · doi-reference
Monitoring of impurities in green peppers based on convolutional neural networks
10.1007/s11760-023-02711-y · ExternalCitation · doi-reference
Advances in Machine Vision Applications for Automatic Inspection and Quality Evaluation of Fruits and Vegetables
10.1007/s11947-010-0411-8 · ExternalCitation · doi-reference
Shape Analysis of Agricultural Products: A Review of Recent Research Advances and Potential Application to Computer Vision
10.1007/s11947-011-0556-0 · ExternalCitation · doi-reference
Recent Advances and Applications of Hyperspectral Imaging for Fruit and Vegetable Quality Assessment
10.1007/s11947-011-0725-1 · ExternalCitation · doi-reference
Transforming Apple Grading: Standards Survey and Deep Learning Insights
10.1007/s11947-025-03822-9 · ExternalCitation · doi-reference
Computer Vision for Plant Disease Recognition: A Comprehensive Review
10.1007/s12229-024-09299-z · ExternalCitation · doi-reference
Advanced Detection Techniques Using Artificial Intelligence in Processing of Berries
10.1007/s12393-021-09298-5 · ExternalCitation · doi-reference
Defect Detection in Fruit and Vegetables by Using Machine Vision Systems and Image Processing
10.1007/s12393-022-09307-1 · ExternalCitation · doi-reference
Rapid Assessment of Fruits and Vegetables Quality Using Spectroscopy and Imaging Techniques: Recent Advances and Perspectives
10.1007/s12393-025-09424-7 · ExternalCitation · doi-reference
Machine vision system: A tool for quality inspection of food and agricultural products
10.1007/s13197-011-0321-4 · ExternalCitation · doi-reference
Development of automated real-time mango grader using machine vision technique
10.1007/s44279-025-00281-w · ExternalCitation · doi-reference
Predictive model-based quality inspection using Machine Learning and Edge Cloud Computing
10.1016/j.aei.2020.101101 · ExternalCitation · doi-reference
Tomato classification with YOLOv8: Enhancing automated sorting and quality assessment
10.1016/j.atech.2025.101221 · ExternalCitation · doi-reference
Impurity rates detection for pepper harvesting based on YOLOv8n-Seg-ASB and random forest
10.1016/j.atech.2025.101224 · ExternalCitation · doi-reference
Design, optimization, and validation of a high-speed delta parallel system for soft fruit sorting
10.1016/j.atech.2026.102031 · ExternalCitation · doi-reference
Real-time monitoring of pepper harvesting loss using a lightweight vision model
10.1016/j.atech.2026.102197 · ExternalCitation · doi-reference
Development and systematic evaluation of an innovative multispectral vision-based sweetpotato grading and sorting system
10.1016/j.atech.2026.102204 · ExternalCitation · doi-reference
Hyperspectral imaging of intact bell peppers
10.1016/j.biosystemseng.2013.07.003 · ExternalCitation · doi-reference
Application of hyperspectral imaging systems and artificial intelligence for quality assessment of fruit, vegetables and mushrooms: A review
10.1016/j.biosystemseng.2022.07.013 · ExternalCitation · doi-reference
An image processing algorithm for detecting in-line potato tubers without singulation
10.1016/j.compag.2009.11.001 · ExternalCitation · doi-reference
Automatic grading of Bi-colored apples by multispectral machine vision
10.1016/j.compag.2010.11.006 · ExternalCitation · doi-reference
Maturity prediction of intact bell peppers by sensor fusion
10.1016/j.compag.2014.03.006 · ExternalCitation · doi-reference
Design of an automatic apple sorting system using machine vision
10.1016/j.compag.2016.06.030 · ExternalCitation · doi-reference
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