beans
Stay organized with collections
Save and categorize content based on your preferences.
Beans is a dataset of images of beans taken in the field using smartphone
cameras. It consists of 3 classes: 2 disease classes and the healthy class.
Diseases depicted include Angular Leaf Spot and Bean Rust. Data was annotated by
experts from the National Crops Resources Research Institute (NaCRRI) in Uganda
and collected by the Makerere AI research lab.
| Split |
Examples |
'test' |
128 |
'train' |
1,034 |
'validation' |
133 |
FeaturesDict({
'image': Image(shape=(500, 500, 3), dtype=uint8),
'label': ClassLabel(shape=(), dtype=int64, num_classes=3),
})
| Feature |
Class |
Shape |
Dtype |
Description |
|
FeaturesDict |
|
|
|
| image |
Image |
(500, 500, 3) |
uint8 |
|
| label |
ClassLabel |
|
int64 |
|
@ONLINE {beansdata,
author="Makerere AI Lab",
title="Bean disease dataset",
month="January",
year="2020",
url="https://github.com/AI-Lab-Makerere/ibean/"
}
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2024-06-01 UTC.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2024-06-01 UTC."],[],[],null,["# beans\n\n\u003cbr /\u003e\n\n- **Description**:\n\nBeans is a dataset of images of beans taken in the field using smartphone\ncameras. It consists of 3 classes: 2 disease classes and the healthy class.\nDiseases depicted include Angular Leaf Spot and Bean Rust. Data was annotated by\nexperts from the National Crops Resources Research Institute (NaCRRI) in Uganda\nand collected by the Makerere AI research lab.\n\n- **Homepage** :\n \u003chttps://github.com/AI-Lab-Makerere/ibean/\u003e\n\n- **Source code** :\n [`tfds.datasets.beans.Builder`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/datasets/beans/beans_dataset_builder.py)\n\n- **Versions**:\n\n - **`0.1.0`** (default): No release notes.\n- **Download size** : `171.69 MiB`\n\n- **Dataset size** : `171.63 MiB`\n\n- **Auto-cached**\n ([documentation](https://www.tensorflow.org/datasets/performances#auto-caching)):\n Yes (test, validation), Only when `shuffle_files=False` (train)\n\n- **Splits**:\n\n| Split | Examples |\n|----------------|----------|\n| `'test'` | 128 |\n| `'train'` | 1,034 |\n| `'validation'` | 133 |\n\n- **Feature structure**:\n\n FeaturesDict({\n 'image': Image(shape=(500, 500, 3), dtype=uint8),\n 'label': ClassLabel(shape=(), dtype=int64, num_classes=3),\n })\n\n- **Feature documentation**:\n\n| Feature | Class | Shape | Dtype | Description |\n|---------|--------------|---------------|-------|-------------|\n| | FeaturesDict | | | |\n| image | Image | (500, 500, 3) | uint8 | |\n| label | ClassLabel | | int64 | |\n\n- **Supervised keys** (See\n [`as_supervised` doc](https://www.tensorflow.org/datasets/api_docs/python/tfds/load#args)):\n `('image', 'label')`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\n- **Citation**:\n\n @ONLINE {beansdata,\n author=\"Makerere AI Lab\",\n title=\"Bean disease dataset\",\n month=\"January\",\n year=\"2020\",\n url=\"https://github.com/AI-Lab-Makerere/ibean/\"\n }"]]
