Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision

Computer Vision (CV) algorithms are overwhelmingly presented as efficient, impartial, and desirable further developments of datafication and automation. In reality, hegemonic CV is a particular way of seeing that operates under the goal of identifying and naming, classifying and quantifying, and ge...

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Main Author: Gabriel Pereira
Format: Article
Language:English
Published: Digital Aesthetics Research Cener 2021-08-01
Series:A Peer-Reviewed Journal About
Subjects:
Online Access:https://aprja.net//article/view/128185
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author Gabriel Pereira
author_facet Gabriel Pereira
author_sort Gabriel Pereira
collection DOAJ
description Computer Vision (CV) algorithms are overwhelmingly presented as efficient, impartial, and desirable further developments of datafication and automation. In reality, hegemonic CV is a particular way of seeing that operates under the goal of identifying and naming, classifying and quantifying, and generally organizing the visual world to support surveillance, be it military or commercial. This paradigm of Computer Vision forms a ‘common sense’ that is difficult to break from, and thus requires radical forms of antagonism. The goal of this article is to sketch how refusing CV can be part of a counter-hegemonic practice – be it the refusal to work or other, more creative, responses. The article begins by defining hegemonic CV, the ‘common sense’ that frames machine seeing as neutral and impartial, while ignoring its wide application for surveillance. Then, it discusses the emergent notion of refusal, and why critical technical practice can be a useful framework for questioning hegemonic sociotechnical systems. Finally, several potential paths for refusing hegemonic CV are outlined by engaging with different layers of the systems’ 'stack.'
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spelling doaj.art-85fef6889cb34a8fb9745e943b96a1f72023-10-04T12:47:39ZengDigital Aesthetics Research CenerA Peer-Reviewed Journal About2245-77552021-08-0110110.7146/aprja.v10i1.128185Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer VisionGabriel Pereira Computer Vision (CV) algorithms are overwhelmingly presented as efficient, impartial, and desirable further developments of datafication and automation. In reality, hegemonic CV is a particular way of seeing that operates under the goal of identifying and naming, classifying and quantifying, and generally organizing the visual world to support surveillance, be it military or commercial. This paradigm of Computer Vision forms a ‘common sense’ that is difficult to break from, and thus requires radical forms of antagonism. The goal of this article is to sketch how refusing CV can be part of a counter-hegemonic practice – be it the refusal to work or other, more creative, responses. The article begins by defining hegemonic CV, the ‘common sense’ that frames machine seeing as neutral and impartial, while ignoring its wide application for surveillance. Then, it discusses the emergent notion of refusal, and why critical technical practice can be a useful framework for questioning hegemonic sociotechnical systems. Finally, several potential paths for refusing hegemonic CV are outlined by engaging with different layers of the systems’ 'stack.' https://aprja.net//article/view/128185algorithmcomputer visioncritical technical practicerefusalcommon sensehegemony
spellingShingle Gabriel Pereira
Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision
A Peer-Reviewed Journal About
algorithm
computer vision
critical technical practice
refusal
common sense
hegemony
title Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision
title_full Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision
title_fullStr Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision
title_full_unstemmed Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision
title_short Towards Refusing as a Critical Technical Practice: Struggling With Hegemonic Computer Vision
title_sort towards refusing as a critical technical practice struggling with hegemonic computer vision
topic algorithm
computer vision
critical technical practice
refusal
common sense
hegemony
url https://aprja.net//article/view/128185
work_keys_str_mv AT gabrielpereira towardsrefusingasacriticaltechnicalpracticestrugglingwithhegemoniccomputervision