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Deep Learning for Plant Identification in Natural Environment
by
Wang, Guan
, Liu, Yuan
, Sun, Yu
, Zhang, Haiyan
in
Cell Phone
/ China
/ Classification - methods
/ Datasets
/ Datasets as Topic
/ Environment
/ Flowers & plants
/ Forestry - methods
/ Identification and classification
/ Image processing
/ Machine Learning
/ Machine vision
/ Methods
/ Neural networks
/ Photography
/ Plants
/ Plants - classification
/ Smartphones
/ Universities
2017
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Deep Learning for Plant Identification in Natural Environment
by
Wang, Guan
, Liu, Yuan
, Sun, Yu
, Zhang, Haiyan
in
Cell Phone
/ China
/ Classification - methods
/ Datasets
/ Datasets as Topic
/ Environment
/ Flowers & plants
/ Forestry - methods
/ Identification and classification
/ Image processing
/ Machine Learning
/ Machine vision
/ Methods
/ Neural networks
/ Photography
/ Plants
/ Plants - classification
/ Smartphones
/ Universities
2017
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Do you wish to request the book?
Deep Learning for Plant Identification in Natural Environment
by
Wang, Guan
, Liu, Yuan
, Sun, Yu
, Zhang, Haiyan
in
Cell Phone
/ China
/ Classification - methods
/ Datasets
/ Datasets as Topic
/ Environment
/ Flowers & plants
/ Forestry - methods
/ Identification and classification
/ Image processing
/ Machine Learning
/ Machine vision
/ Methods
/ Neural networks
/ Photography
/ Plants
/ Plants - classification
/ Smartphones
/ Universities
2017
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Deep Learning for Plant Identification in Natural Environment
Journal Article
Deep Learning for Plant Identification in Natural Environment
2017
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Overview
Plant image identification has become an interdisciplinary focus in both botanical taxonomy and computer vision. The first plant image dataset collected by mobile phone in natural scene is presented, which contains 10,000 images of 100 ornamental plant species in Beijing Forestry University campus. A 26-layer deep learning model consisting of 8 residual building blocks is designed for large-scale plant classification in natural environment. The proposed model achieves a recognition rate of 91.78% on the BJFU100 dataset, demonstrating that deep learning is a promising technology for smart forestry.
Publisher
Hindawi Limiteds,Hindawi Publishing Corporation,Hindawi,John Wiley & Sons, Inc
Subject
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