Constrained-Focal-Loss Based Deep Learning for Segmentation of Spores

Constrained-Focal-Loss Based Deep Learning for Segmentation of Spores

The statistics of disease spores is significant for early strategy design of disease control in precision agriculture. To obtain the statistics information of spores in microscopic images, it is crucial to segment spores from images. In this paper, we research a deep learning based method to segment...

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Bibliographic Details
Main Authors: Yaochi Zhao, Fusheng Lin, Shiguang Liu, Zhuhua Hu, Hui Li, Yong Bai
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Image segmentation
class imbalance
focal Loss
hard example
convolutional neural networks (CNN)
Online Access:https://ieeexplore.ieee.org/document/8896836/

Internet

https://ieeexplore.ieee.org/document/8896836/

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