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Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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OAM-TCD: A globally diverse dataset of high-resolution tree cover maps

Authors: Veitch-Michaelis, Josh; Cottam, Andrew; Schweizer, Daniella; Broadbent, Eben; Dao, David; Zhang, Ce; Almeyda Zambrano, Angelica; +1 Authors

OAM-TCD: A globally diverse dataset of high-resolution tree cover maps

Abstract

This repository contains files for the OAM-TCD dataset. This repository contains: GeoTIFF format images (images.tar.gz) Semantic segmentation annotation masks (masks.tar.gz) MS-COCO annotation files (train.tar.gz and test.tar.gz) Associated metadata for images in each split Images are named _.tif For more information, see our arXiv paper here: https://arxiv.org/abs/2407.11743 We recommend that you download the dataset via HuggingFace Hub and we provide a utility to convert the dataset (including folds) to disk in our repository. This archive is provided mainly for long-term availability and reference. The data are split into three groups depending on image license. The vast majority of the data are CC BY 4.0 licensed (approx. 90%), with smaller portions as CC BY-NC 4.0 and CC BY-SA 4.0. These subsets have the zip extension '-nc' and '-sa' respectively. All CC BY-SA images are in the test set. Additionally, we provide dataset split indices that can be used for 5-fold cross-validation. To avoid duplication, we do not provide separate annotation files for each fold. You can find these indices in the JSON files in the metadata using the image_id as a key. Each image is given a validation_fold which is an integer in [0,4], a value of -1 indicates that the image belongs to the holdout dataset and should not be used for training with this split arrangement. All images in the dataset are courtesy of contributors of the Open Imagery Network via Open Aerial Map.

Keywords

Ecology, FOS: Biological sciences, Forestry, Remote sensing

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average