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Arts & Communication                                                      Computer vision in tactical AI art



                                                                 By underlining the misalignment between the
                                                               myths about digital technologies and their actual
                                                               implementation, they undermine positivist worldviews
                                                               that equate quantification and calculation with objective
                                                               truth, challenge the authority of the technocratic elite,
                                                               and establish alternative narratives to corporate  techno-
                                                               solutionism.  They nourish the necessary macro-level
                                                                         7,90
                                                               skepticism about pervasive technologies, such as AI,
                                                               informed by their  assessment from broader  historical,
                                                               economic, and social perspectives.  While other tactical
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                                                               (AI) art practices make equivalent critical points, the
            Figure  9. Jennifer Gradecki and Derek Curry,  Boogaloo Bias (2021).   cognitive power of vision amplifies their persuasiveness in
            Screenshot of Boogaloo Bias facial recognition system analyzing news   CV-related works.
            footage of an anti-gun control protest. Courtesy of the artists
                                                                 At the same time, CV-related critical artworks’
                                                               limited capabilities for making palpable social changes
                                                               beyond academic or popular discourse represent a larger
                                                               set of conceptual and methodological challenges across
                                                               tactical  AI  art,  tactical  media  art,  and  computational
                                                               art.
                                                               3.1. Challenges
                                                               Tactical AI art continues computational art’s historical
                                                               tendency  toward  technocentrism,  initially  imposed  by
                                                               high  cognitive  demands  of computer technology,  which
                                                               tacitly conflates artmaking with the skillful handling
                                                               of creative devices and often incentivizes artists toward
                                                               technical virtuosity devoid of critical distance or playful
                                                               irreverence. 92,93  This techno-fetishist mentality often
            Figure 10. Sebastian Schmieg, Decisive Mirror (2019). Installation view
            photograph. Courtesy of the artist                 reinforces  a  naïve lack  of  understanding that the  poetic
                                                               sense of production techniques in the arts is fundamentally
            power vectors of corporate/state AI and the poetic flavors   defined by conceptual thinking and meaningful
            of artistic interventions that criticize them.     contextualization.
                                                                 As in computational art, expressive similarities are
            3. Discussion                                      frequent in tactical AI art. While some artworks leverage the
            Critical art practices with CV are a valuable contribution to   well-sanctioned referencing of other artworks as an asset,
            AI art. They reveal a range of AI’s CV-related issues, such as   in cases where obvious or easily discoverable similarities
            the imposed normalization of behavior and the influence of   remain unacknowledged, they become liabilities that raise
            biometric profiling on social media, democratic processes,   concerns about their creators’ art-historical literacy or
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            political convictions, self-determination, and privacy.   professional ethics.  Similar to tactical media art, the actual
            They highlight the roles of AI-powered surveillance in   extent and longer-term social benefits of many works (even
            questionable forms of societal control, such as manipulating   those initially recognized for making palpable changes)
            public presence, self-perception, labor maximization,   turn out to be debatable or have been contested. Pertinent
            and profit extraction. By emphasizing the differences   and well-conceived critical ideas are sometimes rendered
            between computer and human vision, these practices   as unengaging, vague, ineffective, or counter-effective
            show how the deployment of automation in situations   works, represented in overly didactic setups, or supported
            where human intuition and inference are norms changes   by inflated theoretical rhetoric. 95,96  Tactical AI artworks are
            the epistemological and ethical foundations for decision-  largely consumed and praised by academic communities
            making. They stress that CV is part of a higher algorithmic   prone to developing echo chambers, while their real-world
            order riddled with technical imperfections, inadequacies   critical viability requires unbiased assessment. The general
            of statistical modeling and prediction, human biases and   audience, which is supposed to be central to tactical art,
            prejudices, and conflicting economic and political interests.  can easily recognize the academization of tactical values or


            Volume 2 Issue 3 (2024)                         11                               doi: 10.36922/ac.2282
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