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Data and Method References

tags: Proof of Concept

Data Sources

Carbon Stocks

DataSet

Methods

  • ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery: https://zenodo.org/record/6813783#.Y2v0ii8w1QJ
    • "In this paper, we present ReforesTree, a benchmark dataset of forest carbon stock in six agro-forestry carbon offsetting sites in Ecuador. Furthermore, we show that a deep learning-based end-to-end model using individual tree detection from low cost RGB-only drone imagery is accurately estimating forest carbon stock within official carbon offsetting certification standards. Additionally, our baseline CNN model outperforms state-of-the-art satellite-based forest biomass and carbon stock estimates for this type of small-scale, tropical agro-forestry sites."
    • Main author is the founder of Tanso.io: Carbon Accounting and Management for Industrial Companies
  • A Review: Forest Aboveground Biomass (AGB) Estimation Using Satellite
    Remote Sensing
    • some approaches to estimates biomass and carbon stock such
      as utilizing remote sensing data and/ or in-situ data.