MegaPixels

Brainwash is a dataset of people from webcams the Brainwash Cafe in San Francisco being used to train face detection algorithms

Brainwash dataset includes 11,918 images of people getting coffee at the Brainwash cafe during 2014 -

Brainwash Dataset

Brainwash is a face detection dataset created from the Brainwash Cafe's livecam footage. The stream is It was published in 2015 by researchers at the Stanford University and has been used 1122 Folsom Street | USA

The photos were collected on

Oct 27, 2014
Nov 11, 2014
Nov 245, 2017

Sed ut perspiciatis, unde omnis iste natus error sit voluptatem accusantium doloremque laudantium, totam rem aperiam eaque ipsa, quae ab illo inventore veritatis et quasi architecto beatae vitae dicta sunt, explicabo. Nemo enim ipsam voluptatem, quia voluptas sit, aspernatur aut odit aut fugit, sed quia consequuntur magni dolores eos, qui ratione voluptatem sequi nesciunt, neque porro quisquam est, qui dolorem ipsum, quia dolor sit amet consectetur adipisci[ng] velit, sed quia non-numquam [do] eius modi tempora inci[di]dunt, ut labore et dolore magnam aliquam quaerat voluptatem. Ut enim ad minima veniam.

An sample image from the Brainwash dataset used for training face detection algorithms for surveillance. The datset contains over 12,000 images. License: Open Data Commons Public Domain Dedication (PDDL)

porro quisquam est, qui dolorem ipsum, quia dolor sit amet consectetur adipisci[ng] velit, sed quia non-numquam [do] eius modi tempora inci[di]dunt, ut labore et dolore magnam aliquam quaerat voluptatem. Ut enim ad minima veniam, quis nostrum[d] exercitationem ullam corporis suscipit laboriosam, nisi ut aliquid ex ea commodi consequatur? Quis autem vel eum iure reprehenderit, qui in ea voluptate velit esse, quam nihil molestiae consequatur, vel illum, qui dolorem eum fugiat, quo voluptas nulla pariatur?

Biometric Trade Routes

To understand how this dataset has been used, its citations have been geocoded to show an approximate geographic digital trade route of the biometric data. Lines indicate an organization (education, commercial, or governmental) that has cited the LFW dataset in their research..

■ Academic

■ Industry

■ Government

Data is compiled from Semantic Scholar

A short analysis of the map information

Supplementary Information

Citations

Add graph showing distribution by country. Add information about how the citations were generated. Add button/link to download CSV

RESEARCH below this line

The file is 4.1GB

Brainwash is a dataset of people from webcams the Brainwash Cafe in San Francisco being used to train face detection algorithms

Brainwash dataset includes 11,918 images of "everyday life of a busy downtown cafe" +

Brainwash Dataset

Brainwash is a face detection dataset created from the Brainwash Cafe's livecam footage including 11,918 images of "everyday life of a busy downtown cafe 1". The images are used to develop face detection algorithms for the "challenging task of detecting people in crowded scenes" and tracking them.

Before closing in 2017, Brainwash Cafe was a "cafe and laundromat" located in San Francisco's SoMA district. The cafe published a publicy available livestream from the cafe with a view of the cash register, performance stage, and seating area.

Since it's publication by Stanford in 2015, the Brainwash dataset has appeared in several notable research papers. In September 2016 four researchers from the National University of Defense Technology in Changsha, China used the Brainwash dataset for a research study on "people head detection in crowded scenes", concluding that their algorithm "achieves superior head detection performance on the crowded scenes dataset 2". And again in 2017 three researchers at the National University of Defense Technology used Brainwash for a study on object detection noting "the data set used in our experiment is shown in Table 1, which includes one scene of the brainwash dataset 3".

An sample image from the Brainwash dataset used for training face and head detection algorithms for surveillance. The datset contains about 12,000 images. License: Open Data Commons Public Domain Dedication (PDDL)

49 of the 11,918 images included in the Brainwash dataset. License: Open Data Commons Public Domain Dedication (PDDL)

Information Supply Chain

To understand how and where this dataset has been used, organizations using the dataset are plotted below. The data is generated by collecting all citations for all the original research papers associated with the dataset. The PDFs are then converted to text and the organization names are extracted and geocoded. Because of the automated approach to extracting data, not all organizations have been confirmed as using the dataset. This visualization is provided to help locate and confirm usage and will be updated as data noise is reduced.

Academic

Industry

Government

Data is compiled from Semantic Scholar and not yet manually verified.

Supplementary Information

Citations

Add graph showing distribution by country. Add information about how the citations were generated. Add button/link to download CSV

Additional Information

add sha256 hash
the images were taken from Dropcam which was runnign on https://www.angelcam.com/ "Angelcam’s Real-time Surveillance takes the weight of keeping your home or business secure off your shoulders."
The dataset author spoke about his research at the CVPR conference in 2016 https://www.youtube.com/watch?v=Nl2fBKxwusQ

This package contains the "Brainwash" dataset. The dataset consists of images capturing the everyday life of a busy downtown cafe and is split into the following subsets: -training set: 10769 with 81975 annotated people -validation set: 500 images with 3318 annotated people -test set: 500 images with 5007 annotated people
-
Bounding box annotations are provided in a simple text file format. Each line in the file contains -image name followed by the list of annotation rectangles in the [xmin, ymin, max, ymax] format.
-
We refer to the following arXiv submission for details on the dataset and the evaluation procedure:
-

http://arxiv.org/abs/1506.04878

a
"readme.txt" https://exhibits.stanford.edu/data/catalog/sx925dc9385.
+
a
Li, Y. and Dou, Y. and Liu, X. and Li, T. Localized Region Context and Object Feature Fusion for People Head Detection. ICIP16 Proceedings. 2016. Pages 594-598.
+
a
Zhao. X, Wang Y, Dou, Y. A Replacement Algorithm of Non-Maximum Suppression Base on Graph Clustering.
+

Brainwash Dataset

Biometric Trade Routes

Supplementary Information

Citations

Brainwash Dataset

Information Supply Chain

Supplementary Information

Citations

Additional Information

Biometric Trade Routes

Supplementary Information

Citations

Commercial Use

Information Supply Chain

Supplementary Information

Citations

Commercial Use

Chart

← Back to test index