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------------
status: published
title: MSC
slug: munich-security-conference
desc: Analyzing the Transnational Flow of Facial Recognition Training Data
subdesc: Where does face data originate and who's using it?
cssclass: dataset
image: assets/background.jpg
published: 2019-4-18
updated: 2019-4-19
authors: Adam Harvey
------------
## Analysis for the Munich Security Conference Transnational Security Report
### sidebar
+ Images Analyzed: 24,302,637
+ Datasets Analyzed: 30
+ Years: 2006 - 2018
+ Status: Ongoing Investigation
+ Last Updated: June 27, 2019
### end sidebar
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=== columns 2
```
single_pie_chart /site/research/munich_security_conference/assets/megapixels_origins_top.csv
Caption: Sources of Publicly Available Face Training Data 2006 - 2018
Top: 10
OtherLabel: Other
```
===
```
single_pie_chart /site/research/munich_security_conference/assets/summary_countries.csv
Caption: Locations Where Face Data Is Used
Top: 14
OtherLabel: Other
```
=== end columns
=== columns 2
#### Sources of Face Data
Add text
| Source | Images |
| --- | --- |
|Search Engines | 30,127,200 |
|Flickr.com | 11,783,888 |
|IMDb.com | 5,251,410 |
|CCTV | 959,312 |
|Wikimedia.org | 183,500 |
|Mugshots | 113,268 |
|Other Sources Combined | 37,044 |
|YouTube.com | 31,888 |
===
#### Where Face Data Is Used
Add text
|country | citations|
| --- | --- |
|China | 327|
|United States | 302|
|United Kingdom | 187|
|Australia | 38|
|Germany | 35|
|Singapore | 27|
|Canada | 25|
|Netherlands | 25|
|Italy | 22|
|France | 17|
|India | 14|
|South Korea | 12|
|Spain | 10|
|Switzerland | 9|
=== end columns
## Over 6,000 Embassy Images on Flickr Found in Face Recognition Datasets
Including over 2,000 more for racial analysis
=== columns 2
```
single_pie_chart /site/research/munich_security_conference/assets/megapixels_origins_top.csv
Caption: Sources of Face Training Data
Top: 5
OtherLabel: Other Countries
Colors: categoryRainbow
```
===========
```
single_pie_chart /site/research/munich_security_conference/assets/embassy_counts_summary_dataset.csv
Caption: Dataset sources
Top: 4
OtherLabel: Other
Colors: categoryRainbow
```
=== end columns
{% include 'supplementary_header.html' %}
```
load_file /site/research/munich_security_conference/assets/embassy_counts_public.csv
Headings: Images, Dataset, Embassy, Flickr ID, URL, Guest, Host
```
{% include 'cite_our_work.html' %}
|
