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-rw-r--r--site/content/pages/datasets/lfw/index.md15
1 files changed, 8 insertions, 7 deletions
diff --git a/site/content/pages/datasets/lfw/index.md b/site/content/pages/datasets/lfw/index.md
index 7c7b1a6c..e85c7556 100644
--- a/site/content/pages/datasets/lfw/index.md
+++ b/site/content/pages/datasets/lfw/index.md
@@ -36,16 +36,12 @@ The *Names and Faces* dataset was the first face recognition dataset created ent
- The LFW dataset includes over 500 actors, 30 models, 10 presidents, 124 basketball players, 24 football players, 11 kings, 7 queens, and 1 [Moby](http://vis-www.cs.umass.edu/lfw/person/Moby.html)
- In all 3 of the LFW publications [^lfw_original_paper], [^lfw_survey], [^lfw_tech_report] the words "ethics", "consent", and "privacy" appear 0 times
- The word "future" appears 71 times
-- Funding sources for the dataset has not included in the original paper. In a follow up survey created by the authors of the paper, funding was later received by IARPA and ODNI for
+### Synthetic Faces
+To visualize the types of photos in the dataset without explicitly publishing individual's identities a generative adversarial network (GAN) was trained on the entire dataset. The images in this video show a neural network learning the visual latent space and then interpolating between archetypical identities within the LFW dataset.
-
-### Visualizations
-
-To visualize the types of photos in the dataset without explicitly publishing individual's identities. We use a Generative Adversarial Network trained on the entire dataset to represent the archetypical looks within the dataset's visual latent space.
-
-![fullwidth:Eighteen of the 5,749 people in the Labeled Faces in the Wild Dataset. The most widely used face dataset for benchmarking commercial face recognition algorithms.](assets/lfw_synthetic.jpg)
+![fullwidth:](assets/lfw_synthetic.jpg)
### Biometric Trade Routes
@@ -71,6 +67,10 @@ Browse or download the geocoded citation data collected for the LFW dataset.
- The faces in the LFW dataset were detected using the Viola-Jones haarcascade face detector [^lfw_website] [^lfw-survey]
- The LFW dataset is used by several of the largest tech companies in the world including "Google, Facebook, Microsoft Research Asia, Baidu, Tencent, SenseTime, Face++ and Chinese University of Hong Kong." [^lfw_pingan]
- All images in the LFW dataset were copied from Yahoo News between 2002 - 2004
+<<<<<<< HEAD
+- In 2014, two of the four original authors of the LFW dataset received funding from IARPA and ODNI for their follow up paper [Labeled Faces in the Wild: Updates and New Reporting Procedures](https://www.semanticscholar.org/paper/Labeled-Faces-in-the-Wild-%3A-Updates-and-New-Huang-Learned-Miller/2d3482dcff69c7417c7b933f22de606a0e8e42d4) via IARPA contract number 2014-14071600010
+- The dataset includes 2 images of [George Tenet](http://vis-www.cs.umass.edu/lfw/person/George_Tenet.html), the former Director of Central Intelligence (DCI) for the Central Intelligence Agency whose facial biometrics were eventually used to help train facial recognition software in China and Russia
+=======
- In 2014, 2/4 of the original authors of the LFW dataset received funding from IARPA and ODNI for their follow up paper "Labeled Faces in the Wild: Updates and New Reporting Procedures" via IARPA contract number 2014-14071600010
- The LFW dataset was used Center for Intelligent Information Retrieval, the Central Intelligence Agency, the National Security Agency and National
@@ -79,6 +79,7 @@ TODO (need citations for the following)
- SenseTime, who has relied on LFW for benchmarking their facial recognition performance, is one the leading provider of surveillance to the Chinese Government [need citation for this fact. is it the most? or is that Tencent?]
- Two out of 4 of the original authors received funding from the Office of Director of National Intelligence and IARPA for their 2016 LFW survey follow up report
+>>>>>>> 13d7a450affe8ea4f368a97ea2014faa17702a4c
![Person with the most face images in LFW: former President George W. Bush](assets/lfw_montage_top1_640.jpg)
![Persons with the next most face images in LFW: Colin Powell (236), Tony Blair (144), and Donald Rumsfeld (121)](assets/lfw_montage_top2_4_640.jpg)