From fa11005bed137f90f627eeacc0d264d77206b992 Mon Sep 17 00:00:00 2001 From: adamhrv Date: Wed, 17 Apr 2019 17:44:29 +0200 Subject: update duke, uccs --- site/content/pages/datasets/brainwash/index.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) (limited to 'site/content/pages/datasets/brainwash') diff --git a/site/content/pages/datasets/brainwash/index.md b/site/content/pages/datasets/brainwash/index.md index 156b02c7..0b699a7d 100644 --- a/site/content/pages/datasets/brainwash/index.md +++ b/site/content/pages/datasets/brainwash/index.md @@ -21,6 +21,9 @@ authors: Adam Harvey *Brainwash* is a head detection dataset created from San Francisco's Brainwash Cafe livecam footage. It includes 11,918 images of "everyday life of a busy downtown cafe"[^readme] captured at 100 second intervals throught the entire day. Brainwash dataset was captured during 3 days in 2014: October 27, November 13, and November 24. According the author's reserach paper introducing the dataset, the images were acquired with the help of Angelcam.com.[^end_to_end] +People's Liberation Army National University of Defense Science and Technology + + Brainwash is not a widely used dataset but since its publication by Stanford University in 2015, it has notably appeared in several research papers from the National University of Defense Technology in Changsha, China. In 2016 and in 2017 researchers there conducted studies on detecting people's heads in crowded scenes for the purpose of surveillance. [^localized_region_context] [^replacement_algorithm] If you happen to have been at Brainwash cafe in San Francisco at any time on October 26, November 13, or November 24 in 2014 you are most likely included in the Brainwash dataset and have unwittingly contributed to surveillance research. @@ -52,4 +55,4 @@ TODO [^readme]: "readme.txt" https://exhibits.stanford.edu/data/catalog/sx925dc9385. [^end_to_end]: Stewart, Russel. Andriluka, Mykhaylo. "End-to-end people detection in crowded scenes". 2016. [^localized_region_context]: 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. -[^replacement_algorithm]: Zhao. X, Wang Y, Dou, Y. A Replacement Algorithm of Non-Maximum Suppression Base on Graph Clustering. \ No newline at end of file +[^replacement_algorithm]: Zhao. X, Wang Y, Dou, Y. A Replacement Algorithm of Non-Maximum Suppression Base on Graph Clustering. -- cgit v1.2.3-70-g09d2 From f59d4b79043a034cdc214ebc0e4af991861e3164 Mon Sep 17 00:00:00 2001 From: adamhrv Date: Wed, 17 Apr 2019 18:58:11 +0200 Subject: update brainwash --- .../brainwash/assets/brainwash_example.jpg | Bin 0 -> 95626 bytes .../datasets/brainwash/assets/brainwash_grid.jpg | Bin 0 -> 354770 bytes site/content/pages/datasets/brainwash/index.md | 21 ++++++--------------- site/content/pages/datasets/msceleb/index.md | 1 - site/public/datasets/brainwash/index.html | 21 ++++++--------------- site/public/datasets/msceleb/index.html | 3 +-- site/public/datasets/oxford_town_centre/index.html | 2 +- 7 files changed, 14 insertions(+), 34 deletions(-) create mode 100755 site/content/pages/datasets/brainwash/assets/brainwash_example.jpg create mode 100755 site/content/pages/datasets/brainwash/assets/brainwash_grid.jpg (limited to 'site/content/pages/datasets/brainwash') diff --git a/site/content/pages/datasets/brainwash/assets/brainwash_example.jpg b/site/content/pages/datasets/brainwash/assets/brainwash_example.jpg new file mode 100755 index 00000000..dcc15328 Binary files /dev/null and b/site/content/pages/datasets/brainwash/assets/brainwash_example.jpg differ diff --git a/site/content/pages/datasets/brainwash/assets/brainwash_grid.jpg b/site/content/pages/datasets/brainwash/assets/brainwash_grid.jpg new file mode 100755 index 00000000..0271ec6a Binary files /dev/null and b/site/content/pages/datasets/brainwash/assets/brainwash_grid.jpg differ diff --git a/site/content/pages/datasets/brainwash/index.md b/site/content/pages/datasets/brainwash/index.md index 0b699a7d..b57bcdf4 100644 --- a/site/content/pages/datasets/brainwash/index.md +++ b/site/content/pages/datasets/brainwash/index.md @@ -19,33 +19,24 @@ authors: Adam Harvey ### sidebar ### end sidebar -*Brainwash* is a head detection dataset created from San Francisco's Brainwash Cafe livecam footage. It includes 11,918 images of "everyday life of a busy downtown cafe"[^readme] captured at 100 second intervals throught the entire day. Brainwash dataset was captured during 3 days in 2014: October 27, November 13, and November 24. According the author's reserach paper introducing the dataset, the images were acquired with the help of Angelcam.com.[^end_to_end] +Brainwash is a dataset of livecam images taken from San Francisco's Brainwash Cafe. It includes 11,918 images of "everyday life of a busy downtown cafe"[^readme] captured at 100 second intervals throught the entire day. The Brainwash dataset includes 3 full days of webcam images taken on October 27, November 13, and November 24 in 2014. According the author's [reserach paper](https://www.semanticscholar.org/paper/End-to-End-People-Detection-in-Crowded-Scenes-Stewart-Andriluka/1bd1645a629f1b612960ab9bba276afd4cf7c666) introducing the dataset, the images were acquired with the help of Angelcam.com[^end_to_end] -People's Liberation Army National University of Defense Science and Technology +The Brainwash dataset is unique because it uses images from a publicly available webcam that records people inside a privately owned business without any consent. No ordinary cafe custom could ever suspect there image would end up in dataset used for surveillance reserach and development, but that is exactly what happened to customers at Brainwash cafe in San Francisco. +Although Brainwash appears to be a less popular dataset, it was used in 2016 and 2017 by researchers from the National University of Defense Technology in China took note of the dataset and used it for two [research](https://www.semanticscholar.org/paper/Localized-region-context-and-object-feature-fusion-Li-Dou/b02d31c640b0a31fb18c4f170d841d8e21ffb66c) [projects](https://www.semanticscholar.org/paper/A-Replacement-Algorithm-of-Non-Maximum-Suppression-Zhao-Wang/591a4bfa6380c9fcd5f3ae690e3ac5c09b7bf37b) on advancing the capabilities of object detection to more accurately isolate the target region in an image ([PDF](https://www.itm-conferences.org/articles/itmconf/pdf/2017/04/itmconf_ita2017_05006.pdf)). [^localized_region_context] [^replacement_algorithm]. The dataset also appears in a 2017 [research paper](https://ieeexplore.ieee.org/document/7877809) from Peking University for the purpose of improving surveillance capabilities for "people detection in the crowded scenes". -Brainwash is not a widely used dataset but since its publication by Stanford University in 2015, it has notably appeared in several research papers from the National University of Defense Technology in Changsha, China. In 2016 and in 2017 researchers there conducted studies on detecting people's heads in crowded scenes for the purpose of surveillance. [^localized_region_context] [^replacement_algorithm] -If you happen to have been at Brainwash cafe in San Francisco at any time on October 26, November 13, or November 24 in 2014 you are most likely included in the Brainwash dataset and have unwittingly contributed to surveillance research. +![caption: A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc](assets/brainwash_grid.jpg) {% include 'dashboard.html' %} {% include 'supplementary_header.html' %} -![caption: A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc](assets/brainwash_saliency_map.jpg) - -![caption: 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)](assets/00425000_960.jpg) -![caption: 49 of the 11,918 images included in the Brainwash dataset. License: Open Data Commons Public Domain Dedication (PDDL)](assets/brainwash_montage.jpg) +![caption: 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)](assets/brainwash_example.jpg) +![caption: A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc](assets/brainwash_saliency_map.jpg) -TODO - -- change supp images to 2x2 grid with bboxes -- add bounding boxes to the header image -- remake montage with randomized images, with bboxes -- add ethics link to Stanford -- add optout info {% include 'cite_our_work.html' %} diff --git a/site/content/pages/datasets/msceleb/index.md b/site/content/pages/datasets/msceleb/index.md index 70e85699..d5e52952 100644 --- a/site/content/pages/datasets/msceleb/index.md +++ b/site/content/pages/datasets/msceleb/index.md @@ -19,7 +19,6 @@ authors: Adam Harvey ### sidebar ### end sidebar -[ PAGE UNDER DEVELOPMENT ] https://www.hrw.org/news/2019/01/15/letter-microsoft-face-surveillance-technology diff --git a/site/public/datasets/brainwash/index.html b/site/public/datasets/brainwash/index.html index becc8949..0f782924 100644 --- a/site/public/datasets/brainwash/index.html +++ b/site/public/datasets/brainwash/index.html @@ -49,11 +49,10 @@
Website
stanford.edu
-

Brainwash is a head detection dataset created from San Francisco's Brainwash Cafe livecam footage. It includes 11,918 images of "everyday life of a busy downtown cafe" 1 captured at 100 second intervals throught the entire day. Brainwash dataset was captured during 3 days in 2014: October 27, November 13, and November 24. According the author's reserach paper introducing the dataset, the images were acquired with the help of Angelcam.com. 2

-

People's Liberation Army National University of Defense Science and Technology

-

Brainwash is not a widely used dataset but since its publication by Stanford University in 2015, it has notably appeared in several research papers from the National University of Defense Technology in Changsha, China. In 2016 and in 2017 researchers there conducted studies on detecting people's heads in crowded scenes for the purpose of surveillance. 3 4

-

If you happen to have been at Brainwash cafe in San Francisco at any time on October 26, November 13, or November 24 in 2014 you are most likely included in the Brainwash dataset and have unwittingly contributed to surveillance research.

-
+

Brainwash is a dataset of livecam images taken from San Francisco's Brainwash Cafe. It includes 11,918 images of "everyday life of a busy downtown cafe" 1 captured at 100 second intervals throught the entire day. The Brainwash dataset includes 3 full days of webcam images taken on October 27, November 13, and November 24 in 2014. According the author's reserach paper introducing the dataset, the images were acquired with the help of Angelcam.com 2

+

The Brainwash dataset is unique because it uses images from a publicly available webcam that records people inside a privately owned business without any consent. No ordinary cafe custom could ever suspect there image would end up in dataset used for surveillance reserach and development, but that is exactly what happened to customers at Brainwash cafe in San Francisco.

+

Although Brainwash appears to be a less popular dataset, it was used in 2016 and 2017 by researchers from the National University of Defense Technology in China took note of the dataset and used it for two research projects on advancing the capabilities of object detection to more accurately isolate the target region in an image (PDF). 3 4. The dataset also appears in a 2017 research paper from Peking University for the purpose of improving surveillance capabilities for "people detection in the crowded scenes".

+
A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc
A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc

Who used Brainwash Dataset?

@@ -113,15 +112,7 @@

Supplementary Information

-
A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc
A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc
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)
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)
49 of the 11,918 images included in the Brainwash dataset. License: Open Data Commons Public Domain Dedication (PDDL)

TODO

-
    -
  • change supp images to 2x2 grid with bboxes
    • -
  • add bounding boxes to the header image
    • -
  • remake montage with randomized images, with bboxes
    • -
  • add ethics link to Stanford
    • -
  • add optout info
    • -
-
+
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)
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)
A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc
A visualization of 81,973 head annotations from the Brainwash dataset training partition. © megapixels.cc

Cite Our Work

@@ -134,7 +125,7 @@ title = {MegaPixels: Origins, Ethics, and Privacy Implications of Publicly Available Face Recognition Image Datasets}, year = 2019, url = {https://megapixels.cc/}, - urldate = {2019-04-20} + urldate = {2019-04-18} }

diff --git a/site/public/datasets/msceleb/index.html b/site/public/datasets/msceleb/index.html index 84c62bd2..86741647 100644 --- a/site/public/datasets/msceleb/index.html +++ b/site/public/datasets/msceleb/index.html @@ -49,8 +49,7 @@
Website
msceleb.org
-

[ PAGE UNDER DEVELOPMENT ]

-

https://www.hrw.org/news/2019/01/15/letter-microsoft-face-surveillance-technology

+

https://www.hrw.org/news/2019/01/15/letter-microsoft-face-surveillance-technology

https://www.scmp.com/tech/science-research/article/3005733/what-you-need-know-about-sensenets-facial-recognition-firm

Who used Microsoft Celeb?

diff --git a/site/public/datasets/oxford_town_centre/index.html b/site/public/datasets/oxford_town_centre/index.html index 2c7c26fc..03d8934b 100644 --- a/site/public/datasets/oxford_town_centre/index.html +++ b/site/public/datasets/oxford_town_centre/index.html @@ -128,7 +128,7 @@ title = {MegaPixels: Origins, Ethics, and Privacy Implications of Publicly Available Face Recognition Image Datasets}, year = 2019, url = {https://megapixels.cc/}, - urldate = {2019-04-20} + urldate = {2019-04-18} }

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