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--- |
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license: cc-by-4.0 |
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task_categories: |
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- image-classification |
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size_categories: |
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- 10K<n<100K |
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--- |
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# Matthiola incana Leaf Image Classification dataset |
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**Matthiola incana Leaf Image Classification(MiLIC) dataset** is intended to create a model for classifying images of Matthiola incana leaves into **single-flowered** leaf or **double-flowered leaf**. |
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# Matthiola incana |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/6350ca6607080feca52ee6e1/1CbJpwx4Lcxxi208HkTjm.png" alt="Image description" width="50%"> |
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Matthiola incana, a member of the family Brassicaceae, is an ornamental plant cultivated worldwide for its beautiful flowers. This species exhibits two flower forms: single and double flowers. The market for single-flowered plants is extremely limited and their commercial value is lower than that of double-flowered plants. Therefore, to efficiently produce high-value M. incana, farmers select double-flowered plants during the seedling stage, a few weeks after sowing, based on cotyledon characteristics. However, this identification is not simple and can be extremely difficult for inexperienced individuals.Using this dataset, you can create a classification model for Matthiola incana. |
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# About the MiLIC dataset |
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It contains data on the following varieties of M. incana: |
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* Quartet_Apricot |
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* Quartet_Blue |
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* Quartet_Marine |
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* Quartet_Rose |
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Although there are two existence folders for the same variety, such as Quartet_Apricot and Quartet_Apricot2, it is guaranteed that the M. incana contained in these folders are different individuals. To prevent data leakage, we recommend using either Quartet_Apricot or Quartet_Apricot2 as training data and the other as test data, and similarly for the other three varieties. |
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Each folder is further divided by {date}_{single or double}. |
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The purpose of this data is to perform binary classification between **single** and **double**. |
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Each JPG image is named using the date of data collection and the individual number. Each individual in Quartet_Apricot, Quartet_Apricot2, Quartet_Blue, ..., Quartet_Rose2 is completely separate. For example, Quartet_Apricot, Quartet_Apricot2, and Quartet_Blue each contain a JPG image of individual number 1, but these are completely separate individuals. |
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The directory structure of Quartet_Apricot is shown below as an example. |
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``` |
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Quartet_Apricot/ |
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βββ KA230307_single/ |
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β βββ KA230307 (1).JPG |
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β βββ KA230307 (100).JPG |
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β βββ ... |
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βββ KA230307_double/ |
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β βββ (JPG files) |
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βββ KA230308_single/ |
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β βββ (JPG files) |
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βββ KA230308_double/ |
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β βββ (JPG files) |
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βββ KA230309_single/ |
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β βββ (JPG files) |
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βββ KA230309_double/ |
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βββ (JPG files) |
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``` |
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This dataset splits images not only by label but also by date, so when using it, we recommend downloading the dataset using the git clone command. |
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``` |
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git clone https://huggingface.co/datasets/Kentaro-Machida/Matthiola-incana-Leaf-Image-Classification |
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``` |
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# Data collection |
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MiLIC dataset was created by agricultural experts at Mizuho Agricultural High School in Tokyo, Japan, in collaboration with the Nakajo Laboratory at Tokyo University of Agriculture and Technology. |
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We planted M.incana seeds in trays and tracked whether each individual became a single-flower or a double-flower. Images were taken between 2 and 3 weeks after planting the seeds. |
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# License |
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The Creative Commons Attribution 4.0 International License (CC BY 4.0) allows users to share, copy, adapt, and build upon a work, even for commercial purposes, as long as proper credit is given to the original creator. |
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