Datasets:
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: 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
"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
- 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
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}
}