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dataset_info:
features:
- name: image
dtype: string
- name: image_id
dtype: string
- name: caption
dtype: string
- name: label
dtype: string
license: "VIT"
---
# Bird Detection Dataset
This dataset contains images and corresponding labels for a binary classification task: identifying whether a given image contains a bird or not. It is designed for use in computer vision tasks such as image classification, detection, or transfer learning.
## Dataset Structure
- **Total Images:** 4,410
- 2,973 images containing birds (`bird`)
- 1,437 images not containing birds (`no_bird`)
- **Split:** 80% training (`train.csv`), 20% testing (`test.csv`)
### Folder Layout
my-bird-dataset/
├── train.csv
├── test.csv
├── bird/ # Contains images named bird-0001.jpg, ..., bird-2973.jpg
├── no_bird/ # Contains images named no_bird-0001.jpg, ..., no_bird-1437.jpg
less
## CSV Format
Each CSV (`train.csv` or `test.csv`) has the following columns:
| image | image_id | caption | label |
|-----------------------|--------------|---------------------------------------|----------|
| path/to/image.jpg | bird-0001 | This image contains a bird. | bird |
| path/to/image.jpg | no_bird-0001 | This image does not contain a bird. | no_bird |
- `image`: Relative path to the image file
- `image_id`: Unique image identifier
- `caption`: Description of the image contents
- `label`: Class label (`bird` or `no_bird`)
## How to Use
You can load this dataset using the [datasets](https://huggingface.co/docs/datasets) library:
```python
from datasets import load_dataset
dataset = load_dataset("ravisri/BirdBinaryClassification")
train = dataset['train']
test = dataset['test']
Or, load the CSV directly:
python
train = load_dataset("ravisri/BirdBinaryClassification", data_files="train.csv")['train']
License
Include your license here (e.g., MIT, CC BY 4.0). If unknown, please specify.
Citation
If you use this dataset in your work, please cite:
ini
@dataset{your_name_2024_bird_detection,
title = {BirdBinaryClassification},
author = {ravisri},
year = {2024},
url = {https://huggingface.co/datasets/ravisri/BirdBinaryClassification},
}
Contact
For questions, please open an issue or contact [ravisripallam@gmail.com]. |