Microscopy image recognition method of stomatal open and closed states in living leaves based on improved YOLO-X

An automatic plant leaf stoma detection method based on YOLOv5

(2022) Xin Li et al.   IET Image Processing

Stomatal State Identification and Classification in Quinoa Microscopic Imprints through Deep Learning

(2021) Abdul Razzaq et al.   COMPLEXITY

Automated stomata detection in oil palm with convolutional neural network

(2021) Qi Bin Kwong et al.   Scientific Reports

A Deep Learning-Based Method for Automatic Assessment of Stomatal Index in Wheat Microscopic Images of Leaf Epidermis

(2021) Chuancheng Zhu et al.   Frontiers in Plant Science

StomataScorer: a portable and high‐throughput leaf stomata trait scorer combined with deep learning and an improved CV model

(2021) Xiuying Liang et al.   PLANT BIOTECHNOLOGY JOURNAL

A stomata classification and detection system in microscope images of maize cultivars

(2021) Alexandre H. Aono et al.   PLoS One

Automatic stomata recognition and measurement based on improved YOLO deep learning model and entropy rate superpixel algorithm

(2021) Fan Zhang et al.   Ecological Informatics

From leaf to label: A robust automated workflow for stomata detection

(2020) Sofie Meeus et al.   Ecology and Evolution

Accelerating Automated Stomata Analysis Through Simplified Sample Collection and Imaging Techniques

(2020) Luke Millstead et al.   Frontiers in Plant Science

Determining leaf stomatal properties in citrus trees utilizing machine vision and artificial intelligence

(2020) Lucas Costa et al.   PRECISION AGRICULTURE

StomataCounter: a neural network for automatic stomata identification and counting

(2019) Karl C. Fetter et al.   NEW PHYTOLOGIST

Microscope image based fully automated stomata detection and pore measurement method for grapevines

(2017) Hiranya Jayakody et al.   Plant Methods