“A.I. is holding a mirror to our society”
Lensa and the discourse of visual generative AI
DOI:
https://doi.org/10.33621/jdsr.v6i440456Keywords:
generative AI, discursive closure, selfies, algorithmic biasAbstract
Since the release of the open-source AI model Stable Diffusion in August 2022, a panoply of apps that create AI-generated portraits, or avatars, have exploded in popularity. One of the most notable examples is AI-powered photo editing app Lensa, owned by Prisma Labs. Lensa launched in 2018 but went viral in late 2022 due to the launch of its Magic Avatar feature, which uses Stable Diffusion to create fantastical (and occasionally bizarre) portraits of users. This paper analyzed the global English-language press coverage of Lensa and found that it focused on the app’s predatory data practices, the biased content it produced, and the user behaviors associated with it. I argue that this coverage provides evidence of discursive closure around key issues associated with visual generative AI that supports the maintenance of the status quo. I suggest that the press coverage of Lensa, which both articulates key AI-related harms and frames those harms as intractable and insolvable, creates a discourse of inevitability that has implications for how these issues are understood by the public, and for the approaches that are taken to address them. In doing so, it not only offers distinct advantages to those who stand to benefit most from this discourse, but also forecloses more imaginative public discussions of what visual generative AI could– or should– be.
References
Abidin, C. (2016). “Aren’t These Just Young, Rich Women Doing Vain Things Online?”: Influencer Selfies as Subversive Frivolity. Social Media + Society, 2(2), 2056305116641342. https://doi.org/10.1177/2056305116641342
Adobe Communications Team. (2023, October 18). Generation AI: Reimagining creativity with generative AI. Adobe Blog. https://blog.adobe.com/en/publish/2023/10/18/generation-ai-reimagining-creativity-with-generative-ai
Alder, R. S. (2022, December 17). The White Privilege And Racism Of Lensa’s Magic Avatars. ILLUMINATION-Curated. https://medium.com/illumination-curated/the-white-privilege-and-racism-of-lensas-magic-avatars-355b1b53d306
Alfano, M., Abedin, E., Reimann, R., Ferreira, M., & Cheong, M. (2024). Now you see me, now you don’t: An exploration of religious exnomination in DALL-E. Ethics and Information Technology, 26(2), 27. https://doi.org/10.1007/s10676-024-09760-y
Ananny, M., & Finn, M. (2020). Anticipatory news infrastructures: Seeing journalism’s expectations of future publics in its sociotechnical systems. New Media & Society, 22(9), 1600–1618. https://doi.org/10.1177/1461444820914873
Bareis, J., & Katzenbach, C. (2022). Talking AI into Being: The Narratives and Imaginaries of National AI Strategies and Their Performative Politics. Science, Technology, & Human Values, 47(5), 855–881. https://doi.org/10.1177/01622439211030007
Beaumont, R. (2022, March 31). LAION-5B: A NEW ERA OF OPEN LARGE-SCALE MULTI-MODAL DATASETS. LAION. https://laion.ai/blog/laion-5b
Benjamin, R. (2019). Race after technology: Abolitionist tools for the new Jim Code. John Wiley & Sons.
Bianchi, F., Kalluri, P., Durmus, E., Ladhak, F., Cheng, M., Nozza, D., Hashimoto, T., Jurafsky, D., Zou, J., & Caliskan, A. (2023). Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale. Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency, 1493–1504. https://doi.org/10.1145/3593013.3594095
Birhane, A., Prabhu, V. U., & Kahembwe, E. (2021). Multimodal datasets: Misogyny, pornography, and malignant stereotypes (arXiv:2110.01963). arXiv. https://doi.org/10.48550/arXiv.2110.01963
Biron, B. (2023, January 16). Sex, art theft, and privacy: Lensa exploded overnight — and now the avatar app is dealing with public backlash. Here’s what you should know. Business Insider. https://www.businessinsider.com/lensa-ai-raises-serious-concerns-sexualization-art-theft-data-2023-1
Bou, C. P. (2023, February 12). Assemblar-se a una cíborg per estar guapa: Com la intel·ligència artificial està modelant el cànon de bellesa. El Periodico. https://www.elperiodico.cat/ca/societat/20230212/bellesa-intelligencia-artificial-cara-ciborg-filtres-canons-82583384
Braithwaite, A. (2016). It’s About Ethics in Games Journalism? Gamergaters and Geek Masculinity. Social Media + Society, 2(4), 2056305116672484. https://doi.org/10.1177/2056305116672484
Braun, V., & Clarke, V. (2019). Reflecting on reflexive thematic analysis. Qualitative Research in Sport, Exercise and Health, 11(4), 589–597. https://doi.org/10.1080/2159676X.2019.1628806
Brause, S. R., Zeng, J., Schäfer, M. S., & Katzenbach, C. (2023). Media representations of artificial intelligence: Surveying the field. In S. Lindgren (Ed.), Handbook of Critical Studies of Artificial Intelligence (pp. 277–288). Edward Elgar Publishing. https://doi.org/10.4337/9781803928562.00030
Broussard, M., Diakopoulos, N., Guzman, A. L., Abebe, R., Dupagne, M., & Chuan, C.-H. (2019). Artificial Intelligence and Journalism. Journalism & Mass Communication Quarterly, 96(3), 673–695. https://doi.org/10.1177/1077699019859901
Brown, D. (2023, July 13). The Viral AI App That’s Triggering Baby Fever. Wall Street Journal. https://www.wsj.com/articles/want-to-see-your-future-babies-this-viral-app-can-show-you-f4f65bdd
Buschek, C., & Thorp, J. (n.d.). Models All The Way Down. Knowing Machines. Retrieved 2 October 2024, from https://knowingmachines.org/models-all-the-way
Byrne, D. (2022). A worked example of Braun and Clarke’s approach to reflexive thematic analysis. Quality & Quantity, 56(3), 1391–1412. https://doi.org/10.1007/s11135-021-01182-y
Celeb Surgeons Say Clients Asking to Look Like Lensa App AI Portraits. (2022, December 12). TMZ. https://www.tmz.com/2022/12/12/plastic-surgeons-say-clients-asking-look-like-lensa-app-portraits/
Chandler, D. (1995). Technological Determinism: The Technological Imperative. Retrieved 20 May 2024, from http://visual-memory.co.uk/daniel//Documents/tecdet/tdet07.html
Chen, B. X. (2022, December 21). How to Use ChatGPT and Still Be a Good Person. The New York Times. https://www.nytimes.com/2022/12/21/technology/personaltech/how-to-use-chatgpt-ethically.html
Chuan, C.-H., Tsai, W.-H. S., & Cho, S. Y. (2019). Framing Artificial Intelligence in American Newspapers. Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society, 339–344. https://doi.org/10.1145/3306618.3314285
Clark, N. (2022, December 20). Lensa’s viral AI art creations were bound to hypersexualize users. Polygon. https://www.polygon.com/23513386/ai-art-lensa-magic-avatars-artificial-intelligence-explained-stable-diffusion
Crabapple, M. (2022, December 21). Op-Ed: Beware a world where artists are replaced by robots. It’s starting now. Los Angeles Times. https://www.latimes.com/opinion/story/2022-12-21/artificial-intelligence-artists-stability-ai-digital-images
Dandurand, G., McKelvey, F., & Roberge, J. (2023). Freezing out: Legacy media’s shaping of AI as a cold controversy. Big Data & Society, 10(2), 20539517231219242. https://doi.org/10.1177/20539517231219242
Deetz, S. (1992). Democracy in an age of corporate colonization: Developments in communication and the politics of everyday life. SUNY press.
Demopoulos, A. (2022, December 9). The inherent misogyny of AI portraits – Amelia Earhart rendered naked on a bed. The Guardian. https://www.theguardian.com/us-news/2022/dec/09/lensa-ai-portraits-misogyny
Denton, E., Hanna, A., Amironesei, R., Smart, A., & Nicole, H. (2021). On the genealogy of machine learning datasets: A critical history of ImageNet. Big Data & Society, 8(2), 20539517211035955. https://doi.org/10.1177/20539517211035955
Dihal K. (2024, May 11). Provocations & Sharing Concepts in AI & Culture [Session in Global AI Cultures Workshop]. ICLR 2024, Vienna, Austria [Online]. https://iclr.cc/virtual/2024/workshop/20576
Dodds, T., De Vreese, C., Helberger, N., Resendez, V., & Seipp, T. (2023). Popularity-driven Metrics: Audience Analytics and Shifting Opinion Power to Digital Platforms. Journalism Studies, 24(3), 403–421. https://doi.org/10.1080/1461670X.2023.2167104
Eapen, T. T., Finkenstadt, D. J., Folk, J., & Venkataswamy, L. (2023, July 1). How Generative AI Can Augment Human Creativity. Harvard Business Review. https://hbr.org/2023/07/how-generative-ai-can-augment-human-creativity
Equity. (n.d.). Stop AI Stealing the Show. Equity. Retrieved 26 February 2024, from https://www.equity.org.uk/campaigns-policy/stop-ai-stealing-the-show
Escalante-De Mattei, S. (2022, December 5). Careful—Lensa Is Using Your Photos to Train Their AI. ARTnews. https://www.artnews.com/art-news/news/does-lensa-ai-use-your-face-data-for-selfies-1234649204/
Fast, E., & Horvitz, E. (2017). Long-Term Trends in the Public Perception of Artificial Intelligence. Proceedings of the AAAI Conference on Artificial Intelligence, 31(1), Article 1. https://doi.org/10.1609/aaai.v31i1.10635
Flux, E. (2022, December 23). What does the rise of AI mean for the future of art? The Age. https://www.theage.com.au/culture/art-and-design/what-does-the-rise-of-ai-mean-for-the-future-of-art-20221221-p5c81c.html
Gaskins, N. (2022, December 17). AI & Techno-Vernacular Creativity. Medium. https://nettricegaskins.medium.com/ai-techno-vernacular-creativity-314281e1be68
Gillespie, T. (2024). Generative AI and the politics of visibility. Big Data & Society, 11(2), 20539517241252131. https://doi.org/10.1177/20539517241252131
Griffin, A. (2024, February 22). Google takes AI image generator offline over racially diverse historical images. The Independent. https://www.independent.co.uk/tech/google-gemini-ai-images-racially-diverse-b2500730.html
Haigney, S. (2023, January 11). AI’s Best Trick Yet Is Showering Us With Attention. The New York Times. https://www.nytimes.com/2023/01/11/magazine/ai-photo-filters-selfies.html
Hatmaker, T. (2022, December 5). Lensa AI, the app making ‘magic avatars,’ raises red flags for artists. TechCrunch. https://techcrunch.com/2022/12/05/lensa-ai-app-store-magic-avatars-artists/
Heikkila, M. (2022a, September 16). This artist is dominating AI-generated art. And he’s not happy about it. MIT Technology Review. https://www.technologyreview.com/2022/09/16/1059598/this-artist-is-dominating-ai-generated-art-and-hes-not-happy-about-it/
Heikkila, M. (2022b, December 12). The viral AI avatar app Lensa undressed me—Without my consent. MIT Technology Review. https://www.technologyreview.com/2022/12/12/1064751/the-viral-ai-avatar-app-lensa-undressed-me-without-my-consent/
Hill, L. W. (2022, June 12). I tried the AI photo app everyone was using. As someone with a history of disordered body image, it was very triggering to see the results. Insider. https://www.insider.com/woman-with-disordered-body-image-tried-lensa-app-2022-12
Hundt, A., Agnew, W., Zeng, V., Kacianka, S., & Gombolay, M. (2022). Robots Enact Malignant Stereotypes. 2022 ACM Conference on Fairness, Accountability, and Transparency, 743–756. https://doi.org/10.1145/3531146.3533138
Hunter, T. (2023, April 14). AI selfies—And their critics—Are taking the internet by storm. Washington Post. https://www.washingtonpost.com/technology/2022/12/08/lensa-ai-portraits/
Isaak, J., & Hanna, M. J. (2018). User Data Privacy: Facebook, Cambridge Analytica, and Privacy Protection. Computer, 51(8), 56–59. https://doi.org/10.1109/MC.2018.3191268
Kamps, H. J. (2022, December 6). It’s way too easy to trick Lensa AI into making NSFW images. TechCrunch. https://techcrunch.com/2022/12/06/lensa-goes-nsfw/
Keller, S. M. (n.d.). AI Art Gives Users Gender Euphoria—But It’s Not Without Controversy. Out. Retrieved 4 November 2023, from https://www.out.com/art/2022/12/07/ai-art-gives-users-gender-euphoria-its-not-without-controversy
Kelly, C. (2022, December 11). Australian artists accuse popular AI imaging app of stealing content, call for stricter copyright laws. The Guardian. https://www.theguardian.com/australia-news/2022/dec/12/australian-artists-accuse-popular-ai-imaging-app-of-stealing-content-call-for-stricter-copyright-laws
Khan, M. (2023, October 5). People are posting AI-generated yearbook pictures with this viral app. CNBC. https://www.cnbc.com/2023/10/05/how-to-create-ai-yearbook-pictures-with-viral-epik-app.html
King, M. (2022). Harmful biases in artificial intelligence. The Lancet Psychiatry, 9(11), e48. https://doi.org/10.1016/S2215-0366(22)00312-1
Kircher, M. M., & Holtermann, C. (2022, December 8). How Is Everyone Making Those A.I. Selfies? The New York Times. https://www.nytimes.com/2022/12/07/style/lensa-ai-selfies.html
Klee, M. (2022, December 12). A Psychologist Explains Why Your ‘Hot AI Selfies’ Might Make You Feel Worse. Rolling Stone. https://www.rollingstone.com/culture/culture-features/lensa-app-hot-ai-selfie-self-esteem-1234644965
Koidl, K., & Kapanova, K. G. (2020). Introduction to the Special Issue: Re-Imagining a More Trustworthy Social Media Future. Social Media + Society, 6(2), 2056305120923007. https://doi.org/10.1177/2056305120923007
Leonardi, P. M., & Jackson, M. H. (2004). Technological determinism and discursive closure in organizational mergers. Journal of Organizational Change Management, 17(6), 615–631. https://doi.org/10.1108/09534810410564587
Lovejoy, B. (2023, February 15). AI chat may be big news, but it seems we’re over AI photo apps. 9to5Mac. https://9to5mac.com/2023/02/15/ai-chat-ai-photo/
Luccioni, A. S., Akiki, C., Mitchell, M., & Jernite, Y. (2023). Stable Bias: Analyzing Societal Representations in Diffusion Models (arXiv:2303.11408). arXiv. https://doi.org/10.48550/arXiv.2303.11408
Maimann, K. (2022, December 31). This image is raising money for a Toronto charity. The only problem? It’s not real. Toronto Star. https://www.thestar.com/news/canada/this-image-is-raising-money-for-a-toronto-charity-the-only-problem-it-s-not/article_9ebc80eb-27ff-5e79-a6bd-acca4beb500f.html
Marcus, J. (2022, December 10). Artists decry use of AI art: ‘I’m concerned for the future of human creativity’. The Independent. https://www.independent.co.uk/news/world/americas/ai-art-lensa-magic-avatar-b2242891.html
Markham, A. (2021). The limits of the imaginary: Challenges to intervening in future speculations of memory, data, and algorithms. New Media & Society, 23(2), 382–405. https://doi.org/10.1177/1461444820929322
Marres, N. (2015). Why Map Issues? On Controversy Analysis as a Digital Method. Science, Technology, & Human Values, 40(5), 655–686. https://doi.org/10.1177/0162243915574602
Martineau, K. (2021, February 9). What is generative AI? IBM Research Blog. https://research.ibm.com/blog/what-is-generative-AI
Marx, L. (2010). Technology: The Emergence of a Hazardous Concept. Technology and Culture, 51(3), 561–577.
McCluskey, M. (2022, December 14). Why It’s So Hard to Resist Turning Your Selfies Into Lensa AI Art. Time. https://time.com/6240648/lensa-ai-psychology-behind/
McKelvey, F., Redden, J., Roberge, J., and Stark, L. (2023, May 24). CFP: Special issue on (un)Stable Diffusions - Machine Agencies. https://machineagencies.milieux.ca/jdsr-cfp/
Meyerowitz, A. (2022, December 9). Megan Fox complains that her AI profile photos have been sexualised by viral app. Glamour UK. https://www.glamourmagazine.co.uk/article/megan-fox-lensa
Miltner, K. M., & Baym, N. K. (2015). The Selfie of the Year of the Selfie: Reflections on a Media Scandal. International Journal of Communication, 9, 1701–1715.
Miltner, K. M., & Highfield, T. (2024). The Possibilities of ‘Good’ Generative AI in the Cultural and Creative Industries (p. 10). The British Academy. https://www.thebritishacademy.ac.uk/publications/the-possibilities-of-good-generative-ai-in-the-cultural-and-creative-industries/
Natale, S., & Ballatore, A. (2020). Imagining the thinking machine: Technological myths and the rise of artificial intelligence. Convergence, 26(1), 3–18. https://doi.org/10.1177/1354856517715164
Nicoletti, L., & Bass, D. (2023, June 7). Humans Are Biased. Generative AI Is Even Worse. Bloomberg. https://www.bloomberg.com/graphics/2023-generative-ai-bias/
Noble, S. U. (2018). Algorithms of oppression: How search engines reinforce racism. NYU Press.
O’Brien, S. A. (2022, December 11). ‘Magic’ AI Avatars Are Already Losing Their Charm. Wall Street Journal. https://www.wsj.com/articles/lensa-ai-avatars-women-11670705062
Offert, F., & Phan, T. (2022). A Sign That Spells: DALL-E 2, Invisual Images and The Racial Politics of Feature Space (arXiv:2211.06323). arXiv. https://doi.org/10.48550/arXiv.2211.06323
Ouchchy, L., Coin, A., & Dubljević, V. (2020). AI in the headlines: The portrayal of the ethical issues of artificial intelligence in the media. AI & SOCIETY, 35(4), 927–936. https://doi.org/10.1007/s00146-020-00965-5
Ovide, S. (2022, December 10). Your selfies are helping AI learn. You did not consent to this. Washington Post. https://www.washingtonpost.com/technology/2022/12/09/chatgpt-lensa-ai-ethics/
Perez, S. (2023, February 13). The AI photo app trend has already fizzled, new data shows. TechCrunch. https://techcrunch.com/2023/02/13/the-ai-photo-app-trend-has-already-fizzled-new-data-shows/
Pinch, T. J., & Bijker, W. E. (1984). The Social Construction of Facts and Artefacts: Or How the Sociology of Science and the Sociology of Technology might Benefit Each Other. Social Studies of Science, 14(3), 399–441. https://doi.org/10.1177/030631284014003004
Portwood-Stacer, L. (2013). Media refusal and conspicuous non-consumption: The performative and political dimensions of Facebook abstention. New Media & Society, 15(7), 1041–1057. https://doi.org/10.1177/1461444812465139
Prisma Labs, Inc. (n.d.). Lensa’s Magic Avatars Explained. Notion. Retrieved 22 November 2023, from https://prismalabs.notion.site/prismalabs/Lensa-s-Magic-Avatars-Explained-c08c3c34f75a42518b8621cc89fd3d3f
Rafeeq, A., & Jiang, S. (2018). From the Big Three to elite news sources: A shift in international news flow in three online newspapers TheNational.ae, Nst.com.my, and Nzherald.co.nz. The Journal of International Communication, 24(1), 96–114. https://doi.org/10.1080/13216597.2018.1444663
Rekhi, D. (2022, December 17). Cyber experts train lens on Lensa-like apps—ET Telecom. ETTelecom.Com. https://telecom.economictimes.indiatimes.com/news/cyber-experts-train-lens-on-lensa-like-apps/96292115
Roberts, M. (2022, May 12). The Euphoric Highs & Problematic Lows Of AI Avatar Art. Refinery20=9. https://www.refinery29.com/en-gb/ai-avatar-art
Roose, K. (2022, October 21). A.I.-Generated Art Is Already Transforming Creative Work. The New York Times. https://www.nytimes.com/2022/10/21/technology/ai-generated-art-jobs-dall-e-2.html
Sandoval-Martin, T., & Martínez-Sanzo, E. (2024). Perpetuation of Gender Bias in Visual Representation of Professions in the Generative AI Tools DALL·E and Bing Image Creator. Social Sciences, 13(5), Article 5. https://doi.org/10.3390/socsci13050250
Santos, K. M. L. (2020). The bitches of Boys Love comics: The pornographic response of Japan’s rotten women. Porn Studies, 7(3), 279–290. https://doi.org/10.1080/23268743.2020.1726204
Scherer, M. (2024, January 4). The SAG-AFTRA Strike is Over, But the AI Fight in Hollywood is Just Beginning. Center for Democracy and Technology. https://cdt.org/insights/the-sag-aftra-strike-is-over-but-the-ai-fight-in-hollywood-is-just-beginning/
Scheufele, D. A., & Lewenstein, B. V. (2005). The Public and Nanotechnology: How Citizens Make Sense of Emerging Technologies. Journal of Nanoparticle Research, 7(6), 659–667. https://doi.org/10.1007/s11051-005-7526-2
Senft, T. M., & Baym, N. K. (2015). Selfies Introduction ~ What Does the Selfie Say? Investigating a Global Phenomenon. International Journal of Communication, 9(0), Article 0.
Shane, T.S. (2023). AI incidents and ‘networked trouble’: The case for a research agenda. Big Data & Society, 10(2), 20539517231215360. https://doi.org/10.1177/20539517231215360
Silberling, A. (2022, December 1). Lensa AI climbs the App Store charts as its ‘magic avatars’ go viral. TechCrunch. https://techcrunch.com/2022/12/01/lensa-ai-climbs-the-app-store-charts-as-its-magic-avatars-go-viral/
Smith, A. (2022, December 20). Lensa AI image app helps some trans people to embrace themselves | Context. Openly News. https://www.openlynews.com/i/?id=0d0b52f6-0fa4-4c27-9881-f689ad9fbe87
Snow, O. (n.d.). ‘Magic Avatar’ App Lensa Generated Nudes From My Childhood Photos. WIRED. Retrieved 29 November 2023, from https://www.WIRED.com/story/lensa-artificial-intelligence-csem/
Sobande, F., Fearfull, A., & Brownlie, D. (2020). Resisting media marginalisation: Black women’s digital content and collectivity. Consumption Markets & Culture, 23(5), 413–428. https://doi.org/10.1080/10253866.2019.1571491
Stability AI. (2022, August 22). Stable Diffusion Public Release. Stability AI. https://stability.ai/news/stable-diffusion-public-release
Sun, M., & Harmon, S. (2024, March 6). ‘The worst AI-generated artwork we’ve seen’: Queensland Symphony Orchestra’s Facebook ad fail. The Guardian. https://www.theguardian.com/culture/2024/mar/06/queensland-symphony-orchestra-ai-facebook-ad-criticism
Sung, M. (2022, December 7). Lensa, the AI portrait app, has soared in popularity. But many artists question the ethics of AI art. NBC News. https://www.nbcnews.com/tech/internet/lensa-ai-artist-controversy-ethics-privacy-rcna60242
Thiel, D. (2023, December 20). Investigation Finds AI Image Generation Models Trained on Child Abuse. Stanford Cyber Policy Center. https://cyber.fsi.stanford.edu/news/investigation-finds-ai-image-generation-models-trained-child-abuse
Tiidenberg, K. (2018). Selfies: Why We Love (and Hate) Them. Emerald Publishing.
Tran, T. H. (2022, December 10). Image Apps Like Lensa AI Are Sweeping the Internet—And Stealing From Artists. The Daily Beast. https://www.thedailybeast.com/how-lensa-ai-and-image-generators-steal-from-artists
Westerlund, M. (2019). The Emergence of Deepfake Technology: A Review. Technology Innovation Management Review, 9(11), 40–53. https://doi.org/10.22215/timreview/1282
Widder, D. G., Nafus, D., Dabbish, L., & Herbsleb, J. (2022). Limits and Possibilities for “Ethical AI” in Open Source: A Study of Deepfakes. Proceedings of the 2022 ACM Conference on Fairness, Accountability, and Transparency, 2035–2046. https://doi.org/10.1145/3531146.3533779
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