Datasets:
metadata
license: cc-by-4.0
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: test
num_bytes: 15119280526
num_examples: 53304
- name: validation
num_bytes: 5013154770.625
num_examples: 17627
download_size: 20127967346
dataset_size: 20132435296.625
configs:
- config_name: default
data_files:
- split: train_quality
path: data/train_quality*
- split: test
path: data/test-*
- split: validation
path: data/validation-*
task_categories:
- image-classification
pretty_name: Wake Vision
size_categories:
- 1M<n<10M
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. Hosted on Harvard Dataverse, it provides images, CSV files, and code to generate a Wake Vision TensorFlow Dataset. Annotations are published under a CC BY 4.0 license, and all images are sourced from the Open Images v7 dataset under a CC BY 2.0 license.
- License: [CC-BY 4.0]
Dataset Sources
- 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}
}