## Meta-Album Cars Dataset (Extended)
*
The original Cars dataset (https://ai.stanford.edu/~jkrause/cars/car_dataset.html) was collected in 2013, and it contains more than 16 000 images from 196 classes of cars. Most images are on the road, but some have different backgrounds, and each image has only one car. Each class can have 48 to 136 images of variable resolutions. The preprocess version for this dataset was obtained by creating square images either duplicating the top and bottom-most 3 rows or the left and right most 3 columns based on the orientation of the original image. In this case, cropping was not applied to create the square images since following this technique results in losing too much information from the cars. Then, the square images were resized into 128x128 px using an anti-aliasing filter.
### Dataset Details
Meta Album ID: VCL.CRS
Meta Album URL: [https://meta-album.github.io/datasets/CRS.html](https://meta-album.github.io/datasets/CRS.html)
Domain ID: VCL
Domain Name: Vehicles
Dataset ID: CRS
Dataset Name: Cars
Short Description: Dataset with images of different car models
\# Classes: 196
\# Images: 16185
Keywords: vehicles, cars
Data Format: images
Image size: 128x128
License (original data release): ImageNet License
License URL(original data release): https://ai.stanford.edu/~jkrause/cars/car_dataset.html
https://www.image-net.org/download.php
License (Meta-Album data release): ImageNet License
License URL (Meta-Album data release): [https://www.image-net.org/download.php](https://www.image-net.org/download.php)
Source: Stanford Cars Dataset
Source URL: https://ai.stanford.edu/~jkrause/cars/car_dataset.html
Original Author: Jonathan Krause, Michael Stark, Jia Deng, Li Fei-Fei
Original contact: jkrause@cs.stanford.edu
Meta Album author: Philip Boser
Created Date: 01 March 2022
Contact Name: Ihsan Ullah
Contact Email: meta-album@chalearn.org
Contact URL: [https://meta-album.github.io/](https://meta-album.github.io/)
### Cite this dataset
```
@inproceedings{KrauseStarkDengFei-Fei_3DRR2013,
title = {3D Object Representations for Fine-Grained Categorization},
booktitle = {4th International IEEE Workshop on 3D Representation and Recognition (3dRR-13)},
year = {2013},
address = {Sydney, Australia},
author = {Jonathan Krause and Michael Stark and Jia Deng and Li Fei-Fei}
}
```
### Cite Meta-Album
```
@inproceedings{meta-album-2022,
title={Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification},
author={Ullah, Ihsan and Carrion, Dustin and Escalera, Sergio and Guyon, Isabelle M and Huisman, Mike and Mohr, Felix and van Rijn, Jan N and Sun, Haozhe and Vanschoren, Joaquin and Vu, Phan Anh},
booktitle={Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
url = {https://meta-album.github.io/},
year = {2022}
}
```
### More
For more information on the Meta-Album dataset, please see the [[NeurIPS 2022 paper]](https://meta-album.github.io/paper/Meta-Album.pdf)
For details on the dataset preprocessing, please see the [[supplementary materials]](https://openreview.net/attachment?id=70_Wx-dON3q&name=supplementary_material)
Supporting code can be found on our [[GitHub repo]](https://github.com/ihsaan-ullah/meta-album)
Meta-Album on Papers with Code [[Meta-Album]](https://paperswithcode.com/dataset/meta-album)
### Other versions of this dataset
[[Micro]](https://www.openml.org/d/44245) [[Mini]](https://www.openml.org/d/44289)