Fruit yield prediction and estimation in orchards: A state-of-the-art comprehensive review for both direct and indirect methods

Block Storage Optimization and Parallel Data Processing and Analysis of Product Big Data Based on the Hadoop Platform

(2022) Yajun Wang et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Beyond the traditional NDVI index as a key factor to mainstream the use of UAV in precision viticulture

(2021) Alessandro Matese et al.   Scientific Reports

Attempting to Estimate the Unseen—Correction for Occluded Fruit in Tree Fruit Load Estimation by Machine Vision with Deep Learning

(2021) Anand Koirala et al.   Agronomy-Basel

Fuzzy deep learning-based crop yield prediction model for sustainable agronomical frameworks

(2021) Dhivya Elavarasan et al.   NEURAL COMPUTING & APPLICATIONS

Recognition of Bloom/Yield in Crop Images Using Deep Learning Models for Smart Agriculture: A Review

(2021) Bini Darwin et al.   Agronomy-Basel

Comparison of Machine-Learning and CASA Models for Predicting Apple Fruit Yields from Time-Series Planet Imageries

(2021) Xueyuan Bai et al.   Remote Sensing

Technologies for Forecasting Tree Fruit Load and Harvest Timing—From Ground, Sky and Time

(2021) Nicholas Todd Anderson et al.   Agronomy-Basel

Segmentation of abnormal leaves of hydroponic lettuce based on DeepLabV3+ for robotic sorting

(2021) Zhenchao Wu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Real-time detection of kiwifruit flower and bud simultaneously in orchard using YOLOv4 for robotic pollination

(2021) Guo Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A review of the issues, methods and perspectives for yield estimation, prediction and forecasting in viticulture

(2021) Cécile Laurent et al.   EUROPEAN JOURNAL OF AGRONOMY

Vineyard yield estimation by combining remote sensing, computer vision and artificial neural network techniques

(2020) Rocío Ballesteros et al.   PRECISION AGRICULTURE

A Canopy Information Measurement Method for Modern Standardized Apple Orchards Based on UAV Multimodal Information

(2020) Guoxiang Sun et al.   SENSORS

Comparison of convolutional neural networks in fruit detection and counting: A comprehensive evaluation

(2020) J.P. Vasconez et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep neural networks for grape bunch segmentation in natural images from a consumer-grade camera

(2020) R. Marani et al.   PRECISION AGRICULTURE

Vision System for Automatic On-Tree Kiwifruit Counting and Yield Estimation

(2020) Mohamed Lamine Mekhalfi et al.   SENSORS

A Cloud-Based Environment for Generating Yield Estimation Maps From Apple Orchards Using UAV Imagery and a Deep Learning Technique

(2020) Orly Enrique Apolo-Apolo et al.   Frontiers in Plant Science

Active thermal imaging for immature citrus fruit detection

(2020) Hao Gan et al.   BIOSYSTEMS ENGINEERING

Faster R–CNN–based apple detection in dense-foliage fruiting-wall trees using RGB and depth features for robotic harvesting

(2020) Longsheng Fu et al.   BIOSYSTEMS ENGINEERING

Multi-class fruit-on-plant detection for apple in SNAP system using Faster R-CNN

(2020) Fangfang Gao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Crop yield prediction using machine learning: A systematic literature review

(2020) Thomas van Klompenburg et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Fast and accurate detection of kiwifruit in orchard using improved YOLOv3-tiny model

(2020) Longsheng Fu et al.   PRECISION AGRICULTURE

Real-time kiwifruit detection in orchard using deep learning on Android™ smartphones for yield estimation

(2020) Zhongxian Zhou et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Dual Activation Function-Based Extreme Learning Machine (ELM) for Estimating Grapevine Berry Yield and Quality

(2019) Matthew Maimaitiyiming et al.   Remote Sensing

A new localized sampling method to improve grape yield estimation of the current season using yield historical data

(2019) M. Araya-Alman et al.   PRECISION AGRICULTURE

Deep learning for real-time fruit detection and orchard fruit load estimation: benchmarking of ‘MangoYOLO’

(2019) A. Koirala et al.   PRECISION AGRICULTURE

Deep learning – Method overview and review of use for fruit detection and yield estimation

(2019) Anand Koirala et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Semantic mapping for orchard environments by merging two-sides reconstructions of tree rows

(2019) Wenbo Dong et al.   Journal of Field Robotics

Mango Fruit Load Estimation Using a Video Based MangoYOLO—Kalman Filter—Hungarian Algorithm Method

(2019) Wang et al.   SENSORS

Strawberry Yield Prediction Based on a Deep Neural Network Using High-Resolution Aerial Orthoimages

(2019) Yang Chen et al.   Remote Sensing

Weather Based Strawberry Yield Forecasts at Field Scale Using Statistical and Machine Learning Models

(2019) Mahesh L. Maskey et al.   Atmosphere

Shadow detection and removal in apple image segmentation under natural light conditions using an ultrametric contour map

(2019) Weiyue Xu et al.   BIOSYSTEMS ENGINEERING

A comparative study of fruit detection and counting methods for yield mapping in apple orchards

(2019) Nicolai Häni et al.   Journal of Field Robotics

Investigating 2-D and 3-D Proximal Remote Sensing Techniques for Vineyard Yield Estimation

(2019) Chris Hacking et al.   SENSORS

Possible impact of climate change on apple yield in Northwest China

(2019) Meirong Li et al.   THEORETICAL AND APPLIED CLIMATOLOGY

A novel approach for efficient crop yield prediction

(2019) P.S. Maya Gopal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Fruit detection, yield prediction and canopy geometric characterization using LiDAR with forced air flow

(2019) Jordi Gené-Mola et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A framework for predicting soft-fruit yields and phenology using embedded, networked microsensors, coupled weather models and machine-learning techniques

(2019) Mark A. Lee et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Machine learning based analysis of night-time images for yield prediction in apple orchard

(2018) Raphael Linker   BIOSYSTEMS ENGINEERING

Detection of citrus fruit and tree trunks in natural environments using a multi-elliptical boundary model

(2018) Tian-Hu Liu et al.   COMPUTERS IN INDUSTRY

Detection and counting of immature green citrus fruit based on the Local Binary Patterns (LBP) feature using illumination-normalized images

(2018) Chenglin Wang et al.   PRECISION AGRICULTURE

MangoNet: A deep semantic segmentation architecture for a method to detect and count mangoes in an open orchard

(2018) Ramesh Kestur et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Estimation of fruit load in mango orchards: tree sampling considerations and use of machine vision and satellite imagery

(2018) N. T. Anderson et al.   PRECISION AGRICULTURE

Exploring the Potential of High Resolution WorldView-3 Imagery for Estimating Yield of Mango

(2018) Muhammad Rahman et al.   Remote Sensing

Mango Yield Mapping at the Orchard Scale Based on Tree Structure and Land Cover Assessed by UAV

(2018) Julien Sarron et al.   Remote Sensing

On-the-Go Grapevine Yield Estimation Using Image Analysis and Boolean Model

(2018) Borja Millan et al.   Journal of Sensors

Ground based hyperspectral imaging for extensive mango yield estimation

(2018) Salvador Gutiérrez et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Effects of soil properties, water quality and management practices on pistachio yield in Rafsanjan region, southeast of Iran

(2018) Behrooz Pourmohammadali et al.   AGRICULTURAL WATER MANAGEMENT

Image Segmentation for Fruit Detection and Yield Estimation in Apple Orchards

(2017) Suchet Bargoti et al.   Journal of Field Robotics

On-Tree Mango Fruit Size Estimation Using RGB-D Images

(2017) Zhenglin Wang et al.   SENSORS

Daily Mapping of 30 m LAI and NDVI for Grape Yield Prediction in California Vineyards

(2017) Liang Sun et al.   Remote Sensing

Using Worldview Satellite Imagery to Map Yield in Avocado (Persea americana): A Case Study in Bundaberg, Australia

(2017) Andrew Robson et al.   Remote Sensing

Automatic green fruit counting in orange trees using digital images

(2016) Walter Maldonado et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Mapping almond orchard canopy volume, flowers, fruit and yield using lidar and vision sensors

(2016) James P. Underwood et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A procedure for estimating the number of green mature apples in night-time orchard images using light distribution and its application to yield estimation

(2016) Raphael Linker   PRECISION AGRICULTURE

Image Based Mango Fruit Detection, Localisation and Yield Estimation Using Multiple View Geometry

(2016) Madeleine Stein et al.   SENSORS

Sensors and systems for fruit detection and localization: A review

(2015) A. Gongal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Use of multi-spectral airborne imagery to improve yield sampling in viticulture

(2015) E. Carrillo et al.   PRECISION AGRICULTURE

Temporal Dependency of Yield and Quality Estimation through Spectral Vegetation Indices in Pear Orchards

(2015) Jonathan Van Beek et al.   Remote Sensing

Size estimation of sweet onions using consumer-grade RGB-depth sensor

(2014) Weilin Wang et al.   JOURNAL OF FOOD ENGINEERING

Citrus yield estimation based on images processed by an Android mobile phone

(2013) Aiping Gong et al.   BIOSYSTEMS ENGINEERING

Identification and determination of the number of immature green citrus fruit in a canopy under different ambient light conditions

(2013) Subhajit Sengupta et al.   BIOSYSTEMS ENGINEERING

Application of multi-layer adaptive neuro-fuzzy inference system for estimation of greenhouse strawberry yield

(2013) Benyamin Khoshnevisan et al.   MEASUREMENT

Estimation of mango crop yield using image analysis – Segmentation method

(2012) A.B. Payne et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Application of Neural Networks and Image Visualization for Early Forecast of Apple Yield

(2012) Rozman Črtomir et al.   Erwerbs-Obstbau

Using colour features of cv. ‘Gala’ apple fruits in an orchard in image processing to predict yield

(2012) Rong Zhou et al.   PRECISION AGRICULTURE

Multilevel systematic sampling to estimate total fruit number for yield forecasts

(2011) Dvoralai Wulfsohn et al.   PRECISION AGRICULTURE

Assessment of grape yield and composition using the reflectance based Water Index in Mediterranean rainfed vineyards

(2011) Lydia Serrano et al.   REMOTE SENSING OF ENVIRONMENT

An estimate of potential blueberry yield using regression models that relate the number of fruits to the number of flower buds and to climatic variables

(2011) Sonia Salvo et al.   SCIENTIA HORTICULTURAE

Computer vision system for wild blueberry fruit yield mapping

(2010) Kishore C. Swain et al.   BIOSYSTEMS ENGINEERING

Yield prediction in apple orchards based on image processing

(2010) A. D. Aggelopoulou et al.   PRECISION AGRICULTURE

Spatial variation in yield and quality in a small apple orchard

(2009) K. D. Aggelopoulou et al.   PRECISION AGRICULTURE