README.md

---
license: cc-by-4.0
size_categories:
- 1M<n<10M
task_categories:
- image-classification
pretty_name: Wake Vision
dataset_info:
  features:
  - name: age_unknown
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: body_part
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: bright
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: dark
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: depiction
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: far
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: filename
    dtype: string
  - name: gender_unknown
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: image
    dtype: image
  - name: medium_distance
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: middle_age
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: near
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: non-person_depiction
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: non-person_non-depiction
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: normal_lighting
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: older
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: person
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: person_depiction
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: predominantly_female
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: predominantly_male
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  - name: young
    dtype:
      class_label:
        names:
          '0': 'No'
          '1': 'Yes'
  splits:
  - name: train_quality
    num_bytes: 344101633249.375
    num_examples: 1196221
  - name: validation
    num_bytes: 5296900547.25
    num_examples: 18582
  - name: test
    num_bytes: 15830126041.625
    num_examples: 55763
  download_size: 26134101710
  dataset_size: 21127026588.875
configs:
- config_name: default
  data_files:
  - split: train_quality
    path: data/train_quality*
  - split: test
    path: data/test-*
  - split: validation
    path: data/validation-*
---

# Dataset Card for Wake Vision

### Dataset Description

<!-- Provide a longer summary of what this dataset is. -->

"Wake Vision" is a large, high-quality dataset featuring over 6 million images, significantly exceeding the scale and diversity of
 current tinyML datasets (100x). This dataset includes images with annotations of whether each image contains a person. Additionally,
 it incorporates a comprehensive fine-grained benchmark to assess fairness and robustness, covering perceived gender, perceived age,
 subject distance, lighting conditions, and depictions. 


The Wake Vision labels are derived from Open Image's annotations which are licensed by Google LLC under CC BY 4.0 license. 
The images are listed as having a CC BY 2.0 license. Note from Open Images: "while we tried to identify images that are licensed 
under a Creative Commons Attribution license, we make no representations or warranties regarding the license status of each 
image and you should verify the license for each image yourself."

- **License:** [CC-BY 4.0]

### Dataset Sources

<!-- Provide the basic links for the dataset. -->

- **Train (Large) Dataset:** https://huggingface.co/datasets/Harvard-Edge/Wake-Vision-Train-Large
- **Website:** https://wakevision.ai/
- **Repository:** https://github.com/colbybanbury/Wake_Vision_Quickstart
- **Paper:** https://arxiv.org/abs/2405.00892


## Citation

<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->

**BibTeX:**

```bibtex
@misc{banbury2024wake,
      title={Wake Vision: A Large-scale, Diverse Dataset and Benchmark Suite for TinyML Person Detection}, 
      author={Colby Banbury and Emil Njor and Matthew Stewart and Pete Warden and Manjunath Kudlur and Nat Jeffries and Xenofon Fafoutis and Vijay Janapa Reddi},
      year={2024},
      eprint={2405.00892},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}
```
## Dataset Card Contact

cbanbury@g.harvard.edu