Datasets:
image imagewidth (px) 357 4.68k | objects dict | season stringdate 2021-01-01 00:00:00 2021-01-01 00:00:00 | capture_date stringdate 2021-06-28 00:00:00 2021-08-12 00:00:00 | camera stringclasses 2
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End of preview. Expand in Data Studio
Cross Season Weed Detection
Two-Season-WeedDet8: 6,664 images of naturally germinated weeds in cotton fields across Mississippi, taken with smartphones and digital cameras in the 2021 and 2022 seasons and released with a survey of public weed datasets and a study of cross-season weed detection. Every weed of eight classes (waterhemp, carpetweed, morningglory, goosegrass, spotted spurge, Palmer amaranth, purslane and ragweed) is boxed, 10,848 boxes in all. The 2021 images derive from CottonWeedDet12. The season, capture date and camera are kept as columns so models can be trained on one season and tested on the other. The dataset contains 6,664 images with 10,848 bounding box annotations across 8 categories.
This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.
Citation
@article{deng2024weed,
title={Weed database development: An updated survey of public weed datasets and cross-season weed detection adaptation},
author={Deng, Boyang and Lu, Yuzhen and Xu, Jiajun},
journal={Ecological Informatics},
volume={81},
pages={102546},
year={2024},
publisher={Elsevier}
}
The dataset itself can be cited as:
Lu, Y. (2024). 2SeasonWeedDet8: a two-season, 8-class dataset for cross-season weed detection generalization evaluation [Dataset]. Zenodo. https://doi.org/10.5281/ZENODO.10762138
This dataset was reformatted from its original format to match HuggingFace standards.
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