Duplicate from AI-Lab-Makerere/beans

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README.md

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+---
+annotations_creators:
+- expert-generated
+language_creators:
+- expert-generated
+language:
+- en
+license:
+- mit
+multilinguality:
+- monolingual
+size_categories:
+- 1K<n<10K
+source_datasets:
+- original
+task_categories:
+- image-classification
+task_ids:
+- multi-class-image-classification
+pretty_name: Beans
+dataset_info:
+  features:
+  - name: image_file_path
+    dtype: string
+  - name: image
+    dtype: image
+  - name: labels
+    dtype:
+      class_label:
+        names:
+          '0': angular_leaf_spot
+          '1': bean_rust
+          '2': healthy
+  splits:
+  - name: train
+    num_bytes: 143762054.662
+    num_examples: 1034
+  - name: validation
+    num_bytes: 18515527.0
+    num_examples: 133
+  - name: test
+    num_bytes: 17720308.0
+    num_examples: 128
+  download_size: 179978834
+  dataset_size: 179997889.662
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: validation
+    path: data/validation-*
+  - split: test
+    path: data/test-*
+---
+
+# Dataset Card for Beans
+
+## Table of Contents
+- [Table of Contents](#table-of-contents)
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-fields)
+  - [Data Splits](#data-splits)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+  - [Contributions](#contributions)
+
+## Dataset Description
+
+- **Homepage:** [Beans Homepage](https://github.com/AI-Lab-Makerere/ibean/)
+- **Repository:** [AI-Lab-Makerere/ibean](https://github.com/AI-Lab-Makerere/ibean/)
+- **Paper:** N/A
+- **Leaderboard:** N/A
+- **Point of Contact:** N/A
+
+### Dataset Summary
+
+Beans leaf dataset with images of diseased and health leaves.
+
+### Supported Tasks and Leaderboards
+
+- `image-classification`: Based on a leaf image, the goal of this task is to predict the disease type (Angular Leaf Spot and Bean Rust), if any.
+
+### Languages
+
+English
+
+## Dataset Structure
+
+### Data Instances
+
+A sample from the training set is provided below:
+
+```
+{
+    'image_file_path': '/root/.cache/huggingface/datasets/downloads/extracted/0aaa78294d4bf5114f58547e48d91b7826649919505379a167decb629aa92b0a/train/bean_rust/bean_rust_train.109.jpg',
+    'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=500x500 at 0x16BAA72A4A8>,
+    'labels': 1
+}
+```
+
+### Data Fields
+
+The data instances have the following fields:
+
+- `image_file_path`: a `string` filepath to an image.
+- `image`: A `PIL.Image.Image` object containing the image. Note that when accessing the image column: `dataset[0]["image"]` the image file is automatically decoded. Decoding of a large number of image files might take a significant amount of time. Thus it is important to first query the sample index before the `"image"` column, *i.e.* `dataset[0]["image"]` should **always** be preferred over `dataset["image"][0]`.
+- `labels`: an `int` classification label.
+
+Class Label Mappings:
+
+```json
+{
+  "angular_leaf_spot": 0,
+  "bean_rust": 1,
+  "healthy": 2,
+}
+```
+
+### Data Splits
+
+ 
+|             |train|validation|test|
+|-------------|----:|---------:|---:|
+|# of examples|1034 |133       |128 |
+
+## Dataset Creation
+
+### Curation Rationale
+
+[More Information Needed]
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+[More Information Needed]
+
+#### Who are the source language producers?
+
+[More Information Needed]
+
+### Annotations
+
+#### Annotation process
+
+[More Information Needed]
+
+#### Who are the annotators?
+
+[More Information Needed]
+
+### Personal and Sensitive Information
+
+[More Information Needed]
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+[More Information Needed]
+
+### Discussion of Biases
+
+[More Information Needed]
+
+### Other Known Limitations
+
+[More Information Needed]
+
+## Additional Information
+
+### Dataset Curators
+
+[More Information Needed]
+
+### Licensing Information
+
+[More Information Needed]
+
+### Citation Information
+
+```
+@ONLINE {beansdata,
+    author="Makerere AI Lab",
+    title="Bean disease dataset",
+    month="January",
+    year="2020",
+    url="https://github.com/AI-Lab-Makerere/ibean/"
+}
+```
+
+### Contributions
+
+Thanks to [@nateraw](https://github.com/nateraw) for adding this dataset.

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