Datasets:
pretty_name: CIFAR10 with leftover data for calibration
license: mit
language: en
task_categories:
- image-classification
size_categories: 100K<n<1M
source_datasets: https://www.cs.toronto.edu/~kriz/cifar.html
dataset_info:
features:
- name: image
dtype: image
- name: label
dtype: int64
- name: classname
dtype: string
configs:
- config_name: complete
default: true
data_files:
- split: train
path: train/*.zip
- split: calibration
path: calibration/*.zip
- split: test
path: test/*.zip
- config_name: no_airplane
data_files:
- split: train
path:
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/airplane.zip
- split: left_out_calibration
path: calibration/airplane.zip
- split: left_out_test
path: test/airplane.zip
- split: left_out
path:
- train/airplane.zip
- calibration/airplane.zip
- test/airplane.zip
- config_name: no_automobile
data_files:
- split: train
path:
- train/airplane.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/automobile.zip
- split: left_out_calibration
path: calibration/automobile.zip
- split: left_out_test
path: test/automobile.zip
- split: left_out
path:
- train/automobile.zip
- calibration/automobile.zip
- test/automobile.zip
- config_name: no_bird
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/bird.zip
- split: left_out_calibration
path: calibration/bird.zip
- split: left_out_test
path: test/bird.zip
- split: left_out
path:
- train/bird.zip
- calibration/bird.zip
- test/bird.zip
- config_name: no_cat
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/cat.zip
- split: left_out_calibration
path: calibration/cat.zip
- split: left_out_test
path: test/cat.zip
- split: left_out
path:
- train/cat.zip
- calibration/cat.zip
- test/cat.zip
- config_name: no_deer
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/deer.zip
- split: left_out_calibration
path: calibration/deer.zip
- split: left_out_test
path: test/deer.zip
- split: left_out
path:
- train/deer.zip
- calibration/deer.zip
- test/deer.zip
- config_name: no_dog
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/dog.zip
- split: left_out_calibration
path: calibration/dog.zip
- split: left_out_test
path: test/dog.zip
- split: left_out
path:
- train/dog.zip
- calibration/dog.zip
- test/dog.zip
- config_name: no_frog
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/frog.zip
- split: left_out_calibration
path: calibration/frog.zip
- split: left_out_test
path: test/frog.zip
- split: left_out
path:
- train/frog.zip
- calibration/frog.zip
- test/frog.zip
- config_name: no_horse
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/ship.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/ship.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/ship.zip
- test/truck.zip
- split: left_out_train
path: train/horse.zip
- split: left_out_calibration
path: calibration/horse.zip
- split: left_out_test
path: test/horse.zip
- split: left_out
path:
- train/horse.zip
- calibration/horse.zip
- test/horse.zip
- config_name: no_ship
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/truck.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/truck.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/truck.zip
- split: left_out_train
path: train/ship.zip
- split: left_out_calibration
path: calibration/ship.zip
- split: left_out_test
path: test/ship.zip
- split: left_out
path:
- train/ship.zip
- calibration/ship.zip
- test/ship.zip
- config_name: no_truck
data_files:
- split: train
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- split: calibration
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- split: test
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- split: left_out_train
path: train/truck.zip
- split: left_out_calibration
path: calibration/truck.zip
- split: left_out_test
path: test/truck.zip
- split: left_out
path:
- train/truck.zip
- calibration/truck.zip
- test/truck.zip
- config_name: train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: no_airplane_train
data_files:
- split: unique_split
path:
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: airplane_train
data_files:
- split: unique_split
path: train/airplane.zip
- config_name: no_airplane_calibration
data_files:
- split: unique_split
path:
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: airplane_calibration
data_files:
- split: unique_split
path: calibration/airplane.zip
- config_name: no_airplane_test
data_files:
- split: unique_split
path:
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: airplane_test
data_files:
- split: unique_split
path: test/airplane.zip
- config_name: no_automobile_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: automobile_train
data_files:
- split: unique_split
path: train/automobile.zip
- config_name: no_automobile_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: automobile_calibration
data_files:
- split: unique_split
path: calibration/automobile.zip
- config_name: no_automobile_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: automobile_test
data_files:
- split: unique_split
path: test/automobile.zip
- config_name: no_bird_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: bird_train
data_files:
- split: unique_split
path: train/bird.zip
- config_name: no_bird_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: bird_calibration
data_files:
- split: unique_split
path: calibration/bird.zip
- config_name: no_bird_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: bird_test
data_files:
- split: unique_split
path: test/bird.zip
- config_name: no_cat_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: cat_train
data_files:
- split: unique_split
path: train/cat.zip
- config_name: no_cat_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: cat_calibration
data_files:
- split: unique_split
path: calibration/cat.zip
- config_name: no_cat_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: cat_test
data_files:
- split: unique_split
path: test/cat.zip
- config_name: no_deer_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: deer_train
data_files:
- split: unique_split
path: train/deer.zip
- config_name: no_deer_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: deer_calibration
data_files:
- split: unique_split
path: calibration/deer.zip
- config_name: no_deer_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: deer_test
data_files:
- split: unique_split
path: test/deer.zip
- config_name: no_dog_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: dog_train
data_files:
- split: unique_split
path: train/dog.zip
- config_name: no_dog_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: dog_calibration
data_files:
- split: unique_split
path: calibration/dog.zip
- config_name: no_dog_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: dog_test
data_files:
- split: unique_split
path: test/dog.zip
- config_name: no_frog_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/horse.zip
- train/ship.zip
- train/truck.zip
- config_name: frog_train
data_files:
- split: unique_split
path: train/frog.zip
- config_name: no_frog_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/horse.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: frog_calibration
data_files:
- split: unique_split
path: calibration/frog.zip
- config_name: no_frog_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/horse.zip
- test/ship.zip
- test/truck.zip
- config_name: frog_test
data_files:
- split: unique_split
path: test/frog.zip
- config_name: no_horse_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/ship.zip
- train/truck.zip
- config_name: horse_train
data_files:
- split: unique_split
path: train/horse.zip
- config_name: no_horse_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/ship.zip
- calibration/truck.zip
- config_name: horse_calibration
data_files:
- split: unique_split
path: calibration/horse.zip
- config_name: no_horse_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/ship.zip
- test/truck.zip
- config_name: horse_test
data_files:
- split: unique_split
path: test/horse.zip
- config_name: no_ship_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/truck.zip
- config_name: ship_train
data_files:
- split: unique_split
path: train/ship.zip
- config_name: no_ship_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/truck.zip
- config_name: ship_calibration
data_files:
- split: unique_split
path: calibration/ship.zip
- config_name: no_ship_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/truck.zip
- config_name: ship_test
data_files:
- split: unique_split
path: test/ship.zip
- config_name: no_truck_train
data_files:
- split: unique_split
path:
- train/airplane.zip
- train/automobile.zip
- train/bird.zip
- train/cat.zip
- train/deer.zip
- train/dog.zip
- train/frog.zip
- train/horse.zip
- train/ship.zip
- config_name: truck_train
data_files:
- split: unique_split
path: train/truck.zip
- config_name: no_truck_calibration
data_files:
- split: unique_split
path:
- calibration/airplane.zip
- calibration/automobile.zip
- calibration/bird.zip
- calibration/cat.zip
- calibration/deer.zip
- calibration/dog.zip
- calibration/frog.zip
- calibration/horse.zip
- calibration/ship.zip
- config_name: truck_calibration
data_files:
- split: unique_split
path: calibration/truck.zip
- config_name: no_truck_test
data_files:
- split: unique_split
path:
- test/airplane.zip
- test/automobile.zip
- test/bird.zip
- test/cat.zip
- test/deer.zip
- test/dog.zip
- test/frog.zip
- test/horse.zip
- test/ship.zip
- config_name: truck_test
data_files:
- split: unique_split
path: test/truck.zip
Dataset Specifications
Contains the entire CIFAR10 dataset, downloaded via PyTorch, then split and saved as .png files representing 32x32 images.
There a three splits, perfectly balanced class-wise:
train: 49,000 out of the original 50,000 samples from the training set of CIFAR10;calibration: 1,000 left-out samples from the training set;test: 10,000 samples, the entire original test set.
File Structure
Files are archives <split>/<classname>.zip. Each <classname>.zip is a flat archive containing the associated images XXXX.png.
For a given class, every filename XXXX.png is unique, with XXXX ranging:
- from
"0000"to"0999"for test samples, - from
"1000"to"1099"for calibration samples, - from
"1100"to"5999"for train samples.
Use with PyTorch
As a helper, you can use the following snippet to iterate through a specific split:
from datasets import load_dataset
from torch.utils.data import DataLoader
dataset = load_dataset("ego-thales/cifar10", name="no_bird_calibration")
dataset = dataset["unique_split"] # Comment out if you're in case 1. below
dataloader = DataLoader(dataset.with_format("torch"), batch_size=300)
for batch in dataloader:
# batch["images"]: tensor with shape `(300, 3, 32, 32)` (`torch.uint8` values between 0 and 255)
# batch["label"]: tensor with shape `(300,)` (`torch.int64` values between 0 and 9)
# batch["classname"]: list of length `300` with classnames as `str`
Loading arguments
While this question does not find a reasonable answer, there are two cases to consider.
1. If you wish to download the full dataset
name(Optional): Either"complete"or"no_<classname>".split(Optional): One of"train","calibration"or"test". Ifnameis of the format"no_<classname>", then the following values are also allowed:"left_out_train","left_out_calibration","left_out_test"and"left_out"(for all left-out samples).
2. If you wish to only use a single split
Since apparently streaming=True still goes through every archive to find metadata no matter the setting, as a workaround, we defined many different configuration to act as splits. So use:
name: One of"<classname>_<split>"or"no_<classname>_<split>"with<split>either"train","calibration"or"test".split: Leave empty.
Good to know
The .zip archives are unzipped at every iteration where they are needed. As such, we recommend using an adapted batch_size, accounting for the number of samples in each data.zip.