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Automated Organization Profile

Research Centre on Interactive Media, Smart Systems and Emerging Technologies

Current S-Index

12.1

Sum of Dataset Indices for all datasets

Average Dataset Index per Dataset

0.4

Average Dataset Index per dataset

Total Datasets

27

Total datasets in this organization

Average FAIR Score

13.6%

Average FAIR Score per dataset

Total Citations

7

Total citations to the organization's datasets

Total Mentions

1

Total mentions of the organization's datasets

S-Index Interpretation

S-Index Over Time

Cumulative Citations Over Time

Cumulative Mentions Over Time

Datasets

Social B(eye)as Dataset (Version: 1.0)

Image analysis algorithms have become an indispensable tool in our information ecosystem, facilitating new forms of visual communication and information sharing. At the same time, they enable large-scale socio-technical research which would otherwise be difficult to carry out. However, their outputs may exhibit social bias, especially when analyzing people images. Since most algorithms are proprietary and opaque, we pro-pose a method of auditing their outputs for social biases. To be able to compare how algorithms interpret a controlled set of people images, we collected descriptions across six image tagging APIs. In order to com-pare these results to human behavior, we also collected descriptions on the same images from crowdworkers in two anglophone regions. While the APIs do not output explicitly offensive descriptions, as humans do, future work should consider if and how they reinforce social inequalities in implicit ways. Beyond computer vision auditing, the dataset of human- and machine-produced tags, and the typology of tags, can be used to explore a range of research questions related to both algorithmic and human behaviors.

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
7 Citations1 Mention15% FAIR4.0 Dataset Index
10.7910/dvn/apzkssJanuary 2019

PROCESSED.xls

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/jcnwhiJanuary 2019

RAW.xls

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/3dyvwiJanuary 2019

actions.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/qz0pknJanuary 2019

hair.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/km3o2mJanuary 2019

colors.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/hvyk4hJanuary 2019

race.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/c7zanoJanuary 2019

meta.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/ql4fbmJanuary 2019

inconclusive.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.1 Dataset Index
10.7910/dvn/apzkss/k9dtrwJanuary 2019

shape.tab

No description available

Authors

  • Barlas, Pinar ;
  • Kyriakou, Kyriakos ;
  • Kleanthous, Styliani ;
  • Otterbacher, Jahna
0 Citations0 Mentions13% FAIR0.3 Dataset Index
10.7910/dvn/apzkss/stbu86January 2019