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---
# Metadata

title: "Ethics, Origins, and Privacy Implications of Face Recognition Datasets In the Wild"
author: 
    - Adam R. Harvey
    - Julian LaPlace
date: "July 9 2019"
subtitle: "The Subtitle"
abstract: "MegaPixels is an independent art and research project by Adam Harvey and Jules LaPlace that investigates the ethics, origins, and individual privacy implications of face recognition image datasets and their role in the expansion of biometric surveillance technologies."
keywords: "face recognition, datasets, media in the wild"
#subject: "The subject"
#description: "The description"
#category: "The category"

# Language
lang: en-US

# Bibliography
bibliography: "data/bib/megapixels.bib"
#csl: path/to/your.csl

# Filters

#filter: "pandoc-citeproc"
toc: True
toc-title: Test ToC
link-citations: true

# Layout

documentclass: report
papersize: a4
fontsize: 14pt
#geometry: margin=1.0in
geometry: "left=3cm,right=3cm,top=2cm,bottom=2cm"
header-includes:
#  - \usepackage{times}
#  - \usepackage[mathlines,displaymath]{lineno}
#  - \linenumbers
urlcolor: blue
toccolor: red

# Fonts
ontenc: "T1"
#fontfamily: "Latin Modern"
#fontfamilyoptions: "libertinus"

# Other
thanks: Thanks to everyone

# Templates
#template: "data/templates/pnas/PNAS-template-main.tex"
---


## About

MegaPixels is an art and research project first launched in 2017 for an [installation](https://ahprojects.com/megapixels-glassroom/) at Tactical Technology Collective's [GlassRoom](https://tacticaltech.org/pages/glass-room-london-press/) about face recognition datasets. In 2018 MegaPixels was extended to cover pedestrian analysis datasets for a [commission by Elevate Arts festival](https://esc.mur.at/de/node/2370) in Austria. Since then MegaPixels has evolved into a large-scale interrogation of hundreds of publicly-available face and person analysis datasets, the first of which launched on this site in April 2019.

MegaPixels aims to provide a critical perspective on machine learning image datasets, one that might otherwise escape academia and industry funded artificial intelligence think tanks that are often supported by the same technology companies who created many of the datasets presented on this site.

MegaPixels is an independent project, designed as a public resource for educators, students, journalists, and researchers. Each dataset presented on this site undergoes a thorough review of its images, intent, and funding sources. Though the goals are similar to publishing an academic paper, MegaPixels is a website-first research project, with an academic publication to follow.

A dataset of verified geocoded citations and datasets statistics will be published in Fall 2019 along with a research paper as part of a research fellowship for [Karlsruhe HfG](http://kim.hfg-karlsruhe.de/).

  Right     Left     Center     Default
-------     ------ ----------   -------
     12     12        12            12
    123     123       123          123
      1     1          1             1

Table: Demonstration of a simple table. {#tbl:1}

Table @tbl:1 is from the Pandoc User's Guide.  A simpler table is given by table @tbl:2:

A B
- -
0 1

Table: Even simpler. {#tbl:2}


## Diagram

![It's Pizza](data/images/pizza.png)

## Photo

![It's Pizza](/work/megapixels_dev/site/content/pages/datasets/brainwash/assets/brainwash_example.jpg)

## Algorithm

$$f(x)=pizza^2$$

### Citations

Bibliography file

- Add citations in external file and add `--bibliography bib/myfile.bib`
- add `--filter pandoc-citeproc` ?

Citation formats

- @Guo2016MSCeleb1MAD says megapixels
- @Stewart2016EndtoEndPD Brainwash

- @item1 says blah.
- @item1 [p. 30] says blah.
- @item1 [p. 30, with suffix] says blah.
- @item1 [-@item2 p. 30; see also @item3] says blah.
- In a note.[^1]
- A citation group [see @item1 p. 34-35; also @item3 chap. 3].
- Another one [see @item1 p. 34-35].
- And another one in a note.[^2]
- Citation with a suffix and locator [@item1 pp. 33, 35-37, and nowhere else].
- Citation with suffix only [@item1 and nowhere else].
- Now some modifiers.[^3]
- With some markup [*see* @item1 p. **32**].

# References

[^1]: Developed for the project megapixels.cc [@item3].
[^2]: Some citations [see @item2 chap. 3; @item3; @item1].
[^3]: Like a citation without author: [-@item1], and now Doe with a locator [-@item2 p. 44].