Datasets:
Tasks:
Image Classification
Modalities:
Image
Formats:
parquet
Sub-tasks:
multi-class-image-classification
Languages:
English
Size:
10K - 100K
License:
| annotations_creators: | |
| - crowdsourced | |
| language_creators: | |
| - crowdsourced | |
| languages: | |
| - en | |
| licenses: | |
| - unknown | |
| multilinguality: | |
| - monolingual | |
| pretty_name: Cats Vs- Dogs | |
| size_categories: | |
| - 10K<n<100K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - other | |
| task_ids: | |
| - other-other-image-classification | |
| # Dataset Card for Cats Vs. Dogs | |
| ## 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:** [Cats vs Dogs Dataset](https://www.microsoft.com/en-us/download/details.aspx?id=54765) | |
| - **Repository:** N/A | |
| - **Paper:** [Paper](https://www.microsoft.com/en-us/research/wp-content/uploads/2007/10/CCS2007.pdf) | |
| - **Leaderboard:** N/A | |
| - **Point of Contact:** N/A | |
| ### Dataset Summary | |
| A large set of images of cats and dogs. There are 1738 corrupted images that are dropped. | |
| ### Supported Tasks and Leaderboards | |
| - image-classification | |
| ### Languages | |
| English | |
| ## Dataset Structure | |
| ### Data Instances | |
| A sample from the training set is provided below: | |
| ``` | |
| { | |
| 'image': '/root/.cache/huggingface/datasets/downloads/extracted/6e1e8c9052e9f3f7ecbcb4b90860668f81c1d36d86cc9606d49066f8da8bfb4f/PetImages/Cat/1.jpg', | |
| 'label': 0 | |
| } | |
| ``` | |
| ### Data Fields | |
| The data instances have the following fields: | |
| - `image_file_path`: a `string` filepath to an image. | |
| - `labels`: an `int` classification label. | |
| Class Label Mappings: | |
| ``` | |
| { | |
| "cat": 0, | |
| "dog": 1, | |
| } | |
| ``` | |
| ### Data Splits | |
| | | train | | |
| |---------------|------:| | |
| | # of examples | 23410 | | |
| ## 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 | |
| ``` | |
| @Inproceedings (Conference){asirra-a-captcha-that-exploits-interest-aligned-manual-image-categorization, | |
| author = {Elson, Jeremy and Douceur, John (JD) and Howell, Jon and Saul, Jared}, | |
| title = {Asirra: A CAPTCHA that Exploits Interest-Aligned Manual Image Categorization}, | |
| booktitle = {Proceedings of 14th ACM Conference on Computer and Communications Security (CCS)}, | |
| year = {2007}, | |
| month = {October}, | |
| publisher = {Association for Computing Machinery, Inc.}, | |
| url = {https://www.microsoft.com/en-us/research/publication/asirra-a-captcha-that-exploits-interest-aligned-manual-image-categorization/}, | |
| edition = {Proceedings of 14th ACM Conference on Computer and Communications Security (CCS)}, | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@nateraw](https://github.com/nateraw) for adding this dataset. | |