| --- |
| 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]. |