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Home / Proceedings / Proceedings of the AAAI Conference on Human Computation and Crowdsourcing

Privacy-Preserving Face Redaction Using Crowdsourcing

February 1, 2023

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Authors

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn

Purdue University,Sandia National Laboratories,YouTube,c16267@mnd.go.kr,Purdue University


DOI:

10.1609/hcomp.v8i1.7459


Abstract:

Redaction of private information from images is the kind of tedious, yet context-independent, task for which crowdsourcing is especially well suited. Despite tremendous progress, machine learning is not keeping pace with the needs of sensitive applications in which inadvertent disclosure could have real-world consequences. Human workers can detect faces that machines cannot; however, an open call to crowds would entail disclosure. We present IntoFocus, a method for engaging crowd workers to redact faces from images without disclosing the facial identities of people depicted. The method works iteratively, starting with a heavily filtered form of the image, and gradually reducing the strength of the filter, with a different set of workers reviewing the image at each step. IntoFocus exploits the gap between the filter level at which a face becomes unidentifiable and the level at which it becomes undetectable. To calibrate the algorithm, we performed a perceptual study of detection and identification of faces in images filtered with the median filter. We present the system design, the results of the perception study, and the results of a summative evaluation of the system

Topics: HCOMP

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HOW TO CITE:

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn Privacy-Preserving Face Redaction Using Crowdsourcing Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (2020) 13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn Privacy-Preserving Face Redaction Using Crowdsourcing HCOMP 2020, 13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn (2020). Privacy-Preserving Face Redaction Using Crowdsourcing. Proceedings of the AAAI Conference on Human Computation and Crowdsourcing, 13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn. Privacy-Preserving Face Redaction Using Crowdsourcing. Proceedings of the AAAI Conference on Human Computation and Crowdsourcing 2020 p.13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn. 2020. Privacy-Preserving Face Redaction Using Crowdsourcing. "Proceedings of the AAAI Conference on Human Computation and Crowdsourcing". 13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn. (2020) "Privacy-Preserving Face Redaction Using Crowdsourcing", Proceedings of the AAAI Conference on Human Computation and Crowdsourcing, p.13-22

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn, "Privacy-Preserving Face Redaction Using Crowdsourcing", HCOMP, p.13-22, 2020.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn. "Privacy-Preserving Face Redaction Using Crowdsourcing". Proceedings of the AAAI Conference on Human Computation and Crowdsourcing, 2020, p.13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn. "Privacy-Preserving Face Redaction Using Crowdsourcing". Proceedings of the AAAI Conference on Human Computation and Crowdsourcing, (2020): 13-22.

Abdullah Alshaibani,Sylvia Carrell,Li-Hsin Tseng,Jungmin Shin,Alexander Quinn. Privacy-Preserving Face Redaction Using Crowdsourcing. HCOMP[Internet]. 2020[cited 2023]; 13-22.


ISSN: 2769-1349


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