遇见数据集

Plantvillage Disease Classification Challenge - Color Images

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Zenodo2023-10-02 更新2026-05-25 收录
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<br> This work is licensed under a Creative Commons Attribution-ShareAlike 3.0 United States License.<br> <br> # Data origins<br> The dataset is originally hosted at PlantVillage Disease Classification Challenge.<br> We use the modified version in this github repository to do controlled experiments.<br> We only use the raw color images dataset and delete the unconventional characters in the classes directory name and `.csv` filenames.<br> <br> # Directory explanation<br> The `80-20` direcotry has multiple `.txt` files which contain the training (~80%), validation(~10%) and testing (~10%) datasets instances filenames and the corresponding label indexes. The validation dataset quantity is `5430` in all data separation. In our experiment code (not included in this archive), the validation and testing dataset are merged together.<br> <br> # Data usage<br> ## Replicate our experiments<br> We have used this dataset in writing our paper. The reference information can be seen at https://gitlab.com/huix/leaf-disease-plant-village.<br> <br> ### Steps<br> 1. `cd` to the direcotry (e.g. `/home/usrname/plantvillage_deeplearning_paper_dataset`) that contains the `color` directory.<br> 2. run `python change_filename_prefix.py --prefix /home/usrname/plantvillage_deeplearning_paper_dataset` to modify the prefix path (which is `/home/h/plantvillage_deeplearning_paper_dataset` in our former generated datasets).<br> 3. Fin. You can use our opens ource codes repository to do the later experiments.<br> <br> ## Generate your own training/validation/testing datasets<br> This data separation generating code isn't included in the dataset archive, it is in our open source code. Please see our open source code repository for the detailed information.<br> If you have any questions, you can contact the author through email.<br> The email address is a QR code in the archive.

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Zenodo
创建时间:
2018-03-27
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