遇见数据集

Outputs of the Jupyter Notebook - Tree crown detection using DeepForest

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Zenodo2022-02-20 更新2026-05-25 收录
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The dataset contains the outputs of the notebook "Tree crown detection using DeepForest" published in The Environmental Data Science Book. <strong>Contributions</strong> <em>Notebook</em> Alejandro Coca-Castro (author), The Alan Turing Institute, @acocac Matt Allen (reviewer), Department of Geography - University of Cambridge, @mja2106 <em>Modelling codebase</em> Ben Weinstein (maintainer &amp; developer), University of Florida, @bw4sz Henry Senyondo (support maintainer), University of Florida, @henrykironde Ethan White (PI and author), University of Florida, @weecology Other contributors are listed in the GitHub repo <em>Modelling publications</em> Ben G Weinstein, Sergio Marconi, Mélaine Aubry-Kientz, Gregoire Vincent, Henry Senyondo, and Ethan P White. Deepforest: a python package for rgb deep learning tree crown delineation. <em>Methods in Ecology and Evolution</em>, 11:1743–1751, 2020. URL: https://besjournals.onlinelibrary.wiley.com/doi/abs/10.1111/2041-210X.13472, doi:https://doi.org/10.1111/2041-210X.13472. Ben G Weinstein, Sergio Marconi, Stephanie Bohlman, Alina Zare, and Ethan White. Individual tree-crown detection in rgb imagery using semi-supervised deep learning neural networks. <em>Remote Sensing</em>, 2019. URL: https://www.mdpi.com/2072-4292/11/11/1309, doi:10.3390/rs11111309. Ben G Weinstein, Sergio Marconi, Stephanie A Bohlman, Alina Zare, and Ethan P White. Cross-site learning in deep learning rgb tree crown detection. <em>Ecological Informatics</em>, 56:101061, 2020. URL: https://www.sciencedirect.com/science/article/pii/S157495412030011X, doi:https://doi.org/10.1016/j.ecoinf.2020.101061.

本数据集收录了发表于《环境数据科学手册》(The Environmental Data Science Book)的《基于DeepForest的树冠检测》笔记的运行输出结果。 <strong>贡献说明</strong> <em>笔记创作</em>:亚历杭德罗·科卡-卡斯特罗(Alejandro Coca-Castro,作者),阿兰·图灵研究所,账号@acocac;马特·艾伦(Matt Allen,审稿人),剑桥大学地理系,账号@mja2106。 <em>建模代码库</em>:本·温斯坦(Ben Weinstein,维护者与开发者),佛罗里达大学,账号@bw4sz;亨利·森永多(Henry Senyondo,辅助维护者),佛罗里达大学,账号@henrykironde;伊桑·怀特(Ethan White,项目负责人与作者),佛罗里达大学,账号@weecology。其他贡献者详见对应GitHub仓库。 <em>建模相关学术出版物</em>: 1. 本·G·温斯坦(Ben G Weinstein)、塞尔吉奥·马科尼(Sergio Marconi)、梅兰妮·奥布里-肯茨(Mélaine Aubry-Kientz)、格雷瓜尔·樊尚(Gregoire Vincent)、亨利·森永多(Henry Senyondo)与伊桑·P·怀特(Ethan P White)。《DeepForest:一款用于RGB(红-绿-蓝)图像树冠轮廓提取的Python包》,发表于《Methods in Ecology and Evolution》,2020年,第11卷,页码1743–1751。链接:https://besjournals.onlinelibrary.wiley.com/doi/abs/10.1111/2041-210X.13472,DOI:https://doi.org/10.1111/2041-210X.13472。 2. 本·G·温斯坦(Ben G Weinstein)、塞尔吉奥·马科尼(Sergio Marconi)、斯蒂芬妮·博尔曼(Stephanie Bohlman)、阿丽娜·扎雷(Alina Zare)与伊桑·怀特(Ethan White)。《基于半监督深度学习神经网络的RGB图像单棵树冠检测》,发表于《Remote Sensing》,2019年。链接:https://www.mdpi.com/2072-4292/11/11/1309,DOI:10.3390/rs11111309。 3. 本·G·温斯坦(Ben G Weinstein)、塞尔吉奥·马科尼(Sergio Marconi)、斯蒂芬妮·A·博尔曼(Stephanie A Bohlman)、阿丽娜·扎雷(Alina Zare)与伊桑·P·怀特(Ethan P White)。《深度学习RGB图像树冠检测中的跨站点学习》,发表于《Ecological Informatics》,2020年,第56卷,文章编号101061。链接:https://www.sciencedirect.com/science/article/pii/S157495412030011X,DOI:https://doi.org/10.1016/j.ecoinf.2020.101061。

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2022-02-20
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