---
license: mit
pretty_name: Control+Shift
size_categories:
- 10K<n<100K
task_categories:
- image-classification
dataset_info:
  features:
  - name: shift_type
    dtype: string
  - name: shift_amount
    dtype: int8
  - name: image
    dtype: image
  - name: label
    dtype: int8
  - name: dataset
    dtype: string
---

# Dataset Card for `Control+Shift`: Generating Controllable Distribution Shifts

[[arXiv](https://arxiv.org/pdf/2409.07940)], [[GitHub](https://github.com/friedmanroy/ctrl-shift/tree/main)]

**Curated by:** [Roy Friedman](https://friedmanroy.github.io/) and Rhea Chowers

<!-- Provide a quick summary of the dataset. -->

This dataset is the one that accompanies the paper [`Control+Shift`: Generating Controllable Distribution Shifts](https://arxiv.org/pdf/2409.07940).
Our data is based on CIFAR10 and ImageNet, using EDM to generate our data. We generated datasets for 3 types of distribution shift on CIFAR10 and ImageNet - so a total of 6 datasets. The types of distribution shifts are called `overlap`, `extend` and `truncation`.


<!-- ## Dataset Description -->



<!-- ## Uses -->

<!-- Address questions around how the dataset is intended to be used. -->

<!-- ### Direct Use -->

<!-- This section describes suitable use cases for the dataset. -->

<!-- [More Information Needed] -->


<!-- ## Dataset Structure -->

<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->

<!-- [More Information Needed] -->

<!-- ## Dataset Creation -->

<!-- ### Curation Rationale -->

<!-- Motivation for the creation of this dataset. -->

<!-- [More Information Needed] -->

<!-- ### Source Data -->

<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->

<!-- #### Data Collection and Processing -->

<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->

<!-- [More Information Needed] -->

<!-- #### Who are the source data producers? -->

<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->

<!-- [More Information Needed] -->


<!-- ## Bias, Risks, and Limitations -->

<!-- This section is meant to convey both technical and sociotechnical limitations. -->

<!-- [More Information Needed] -->

<!-- ### Recommendations -->

<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->

<!-- Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations. -->