Comparative analysis of stomatal pore instance segmentation: Mask R-CNN vs. YOLOv8 on Phenomics Stomatal dataset

Comparative analysis of stomatal pore instance segmentation: Mask R-CNN vs. YOLOv8 on Phenomics Stomatal dataset

This study conducts a rigorous comparative analysis between two cutting-edge instance segmentation methods, Mask R-CNN and YOLOv8, focusing on stomata pore analysis. A novel dataset specifically tailored for stomata pore instance segmentation, named PhenomicsStomata, was introduced. This dataset pos...

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Bibliographic Details
Main Authors: Thanh Tuan Thai, Ki-Bon Ku, Anh Tuan Le, San Su Min Oh, Ngo Hoang Phan, In-Jung Kim, Yong Suk Chung
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Plant Science
Subjects:
stomata
phenotyping
instance segmentation
Mask-RCNN
YOLO
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2024.1414849/full
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