A low-cost, AI-powered Measurement Verification and Reporting System for growing trees with smallholder farmers

Dataset of tree images used for algorithm calibration and evaluation in Amoah et al., 2023. The frozen checkpoint for the semantic segmentation model has also been uploaded.

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Work Title A low-cost, AI-powered Measurement Verification and Reporting System for growing trees with smallholder farmers
Access
Open Access
Creators
  1. Edward Amoah
Keyword
  1. Artificial Intelligence
  2. Climate Change
  3. Measurement Reporting and Verification (MRV)
  4. Developing Countries
  5. Semantic Segmentation
License CC BY-SA 4.0 (Attribution-ShareAlike)
Work Type Article
Acknowledgments
  1. The work was supported by funds from the Elon Musk Foundation XPrize Carbon Removal Student Award. The Google TensorFlow Research DeepLab2 project was critical to the development of the semantic segmentation model in this article. Thanks to the whole PlantVillage Lab for their support in this project's data collection and implementation. Thanks to the numerous Penn State University undergraduates who annotated the tree images for the development of this article. Thanks to the Dream Team Agro Consultancy members for helping with data collection.
Publication Date 2023
Subject
  1. Computer Vision
  2. Ecology
Related URLs
Deposited April 03, 2023

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Version 1
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  • Updated Acknowledgments, Description, License Show Changes
    Acknowledgments
    • The work was supported by funds from the Elon Musk Foundation XPrize Carbon Removal Student Award. The Google TensorFlow Research DeepLab2 project was critical to the development of the semantic segmentation model in this article. Thanks to the whole PlantVillage Lab for their support in this project's data collection and implementation. Thanks to the numerous Penn State University undergraduates who annotated the tree images for the development of this article. Thanks to the Dream Team Agro Consultancy members for helping with data collection.
    Description
    • Algorithm Evaluation dataset.
    • Dataset of tree images used to evaluate semantic segmentation model and dbh estimation algorithm in Amoah et al., 2023.
    License
    • https://creativecommons.org/licenses/by-sa/4.0/
  • Added tree_trunk_frozen_graph.pb
  • Updated Work Title, Keyword, Subject, and 2 more Show Changes
    Work Title
    • AI powered Measurement, Verification, and Reporting (MRV) system for agroforestry trees in developing countries with smallholder farmers
    • A low-cost, AI-powered Measurement Verification and Reporting System for growing trees with smallholder farmers
    Keyword
    • Artificial Intelligence , Climate Change, Measurement Reporting and Verification (MRV), Developing Countries
    • Artificial Intelligence , Climate Change, Measurement Reporting and Verification (MRV), Developing Countries, Semantic Segmentation
    Subject
    • Computer Vision, Ecology
    Description
    • Dataset of tree images used to evaluate semantic segmentation model and dbh estimation algorithm in Amoah et al., 2023.
    • Dataset of tree images used for algorithm calibration and evaluation in Amoah et al., 2023. The frozen checkpoint for the semantic segmentation model has also been uploaded.
    Publisher's Statement
    • The dataset in this publication was used to evaluate the algorithm in Amoah et al., 2023.
  • Published
  • Updated