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

Stomatal Development in the Context of Epidermal Tissues

(2021) Keiko U Torii   ANNALS OF BOTANY

Guard cell regulation: pulling the strings behind the scenes

(2021) João Antonio Siqueira et al.   TRENDS IN PLANT SCIENCE

Augmented visual feature modelling for matching in low-visibility based on cycle-labelling of Superpixel Flow

(2020) Shu Zhang et al.   KNOWLEDGE-BASED SYSTEMS

Improve YOLOv3 using dilated spatial pyramid module for multi-scale object detection

(2020) Xiaoguo Zhang et al.   International Journal of Advanced Robotic Systems

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

(2020) Sofie Meeus et al.   Ecology and Evolution

An Automatic Method for Stomatal Pore Detection and Measurement in Microscope Images of Plant Leaf Based on a Convolutional Neural Network Model

(2020) Wenlong Song et al.   Forests

Accelerating Automated Stomata Analysis Through Simplified Sample Collection and Imaging Techniques

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

Leaf elongation response to blue light is mediated by stomatal-induced variations in plant transpiration in Festuca arundinacea

(2020) Romain Barillot et al.   JOURNAL OF EXPERIMENTAL BOTANY

Multiple transcriptional factors control stomata development in rice

(2019) Zhongliang Wu et al.   NEW PHYTOLOGIST

Entropy Rate Superpixel Classification for Automatic Red Lesion Detection in Fundus Images

(2019) Roberto Romero-Oraá et al.   Entropy

Light-induced stomatal conductance increase rate is related to stomatal size in the Oryza genus

(2019) Qiangqiang Zhang et al.   JOURNAL OF EXPERIMENTAL BOTANY

StomataCounter: a neural network for automatic stomata identification and counting

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

Automatic segmentation and measurement methods of living stomata of plants based on the CV model

(2019) Kexin Li et al.   Plant Methods

Mesophyll porosity is modulated by the presence of functional stomata

(2019) Marjorie R. Lundgren et al.   Nature Communications

Genetic Diversity in Stomatal Density among Soybeans Elucidated Using High-throughput Technique Based on an Algorithm for Object Detection

(2019) Kazuma Sakoda et al.   Scientific Reports

Speedy stomata, photosynthesis and plant water use efficiency

(2018) Tracy Lawson et al.   NEW PHYTOLOGIST

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

(2017) Hiranya Jayakody et al.   Plant Methods

Molecular Evolution of Grass Stomata

(2017) Zhong-Hua Chen et al.   TRENDS IN PLANT SCIENCE

Effects of elevated carbon dioxide on stomatal characteristics and carbon isotope ratio ofArabidopsis thalianaecotypes originating from an altitudinal gradient

(2016) H. Iroja U. Caldera et al.   PHYSIOLOGIA PLANTARUM

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Robust Superpixel Tracking

(2014) Fan Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Automatic measurement of stomatal density from microphotographs

(2014) Silvère Vialet-Chabrand et al.   TREES-STRUCTURE AND FUNCTION

Genome Wide Association Studies Using a New Nonparametric Model Reveal the Genetic Architecture of 17 Agronomic Traits in an Enlarged Maize Association Panel

(2014) Ning Yang et al.   PLoS Genetics