Artificial Intelligence-Generated Art

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Artificial-intelligence-generated art, or AI art, is any piece of art generated through artificial intelligence. AI art is constructed using machine-learning algorithms, which are self-learning. [1] These algorithms incorporate elements from digitally available images and artwork.[2] A user will provide specific parameters that train the algorithms to look at a certain selection of these images. These parameters are provided by the user to the algorithms as prompts, which can be in the form of phrases (text) or images. [3]

The specific method through which the image is produced depends on the decoder that the algorithm is trained on. For text prompts, the algorithm can put the text through an autoregressive or diffusion prior. The autoregressive or diffusion prior then produces an image embedding, which is then fed to a diffusion decoder. The decoder produces the final image based on the image embedding.[4][5] For image prompts, the image can also be fed to a diffusion decoder to produce the final image.[6] Neural networks can also be trained on the style of particular artist and used to produce images or videos that emulate that style.[7] For example, the platform DALL-E is trained on an OpenAI model called the Contrastic Language-Image Pre-training (CLIP). CLIP serves as a bridge between text and images.[8]

Many of these platforms are available for use by the public. AI can be used to produce a unique image that has never been created before or illustrate a concept that would otherwise be expensive to create through traditional art.[9] Some of the more well-known AI art platforms include DeepDream, DALL-E, WOMBO Dream, GauGAN2, ml5.js, Midjourney, Stable Diffusion, Artbreeder, and Art Recognition.[10] Some of these platforms require a subscription to use, while others are free. [11][12]

Some platforms encourage users to explore the use of unexpected or creative phrases or combinations of phrases. On the website DALL-E, the main page provides example prompts to stimulate the user’s imagination, with phrases like, “An astronaut,” “riding a horse”, “as a pencil drawing”. With simple tutorials like these, users can recognize that they can input a subject for the art as well as style of the art. [13]

Ethical Dilemmas

There are ethical dilemmas arising from the questions of ownership and the morality of the sources from which the algorithms pull their data and over the finished product. It is unknown how effective these platforms are at vetting the finished products and ensuring that all the content follows these guidelines.

Copyright Infringement

Some platforms have guidelines that explicitly say that users should only share photos and videos that the user owns or has the right to share. For example, Deep Dream Generator says that users should “post authentic content” and not post “anything you’ve copied or collected…that you don’t have the right to post.” [14]

The terms and conditions of the platforms WOMBO and WOMBO Dream state that they do not allow content that infringes copyright. However, they also recognize that there are exceptions to copyright infringement that allow the use of copyrighted content without authorization. In certain cases, these exceptions are provided by under the fair use doctrine in the United States. If users believe that their copyrighted content is being infringed on, they may submit a claim to the company. [15][16]

Data Scrapping

Data scrapping is also a concern. In regards to AI-generated art, companies that host these algorithms may use data scrapping or extraction tools to provide images to train the algorithms.[17] However, the sources from which the companies take the art can include copyrighted content or even sensitive materials, such as private medical or police records. These materials are often taken without the creators’ knowledge or consent. For these creators or the people whose records are being used, it is difficult to get any recourse to remove the materials from the data set. [18][19]

NVIDIA, the parent company of the generator GauGAN2, expects that users will not use any data scrapping or extraction tool in posting, submission, creation, or transferring any content to and from the platform.[20]

Harassment and Discrimination

Many algorithm platforms have community guidelines or usage policies which state their anti-harrassment and discriminatory policies. This includes, but is not limited to, using data or producing content that relates to sexual intercourse, sexual content involving minors, violence or discrimination aimed towards a certain group, unlawful activities, deception, and threats to personal safety. [21] [22][23]


Kim Jung-gi Case

to be written

Responses to Ethical Issues

Previous Court Rulings

In previous rulings, courts such as the have determined that AI cannot hold copyright. A review from the US Copyright Office ruled that a piece, titled “A Recent Entrance to Paradise”, generated by an algorithm called “Creativity Machine”, could not be registered as a copyrighted work. The review discussed what the phrase “original work of authorship” means and concluded that the piece lacked “human authorship”, which is needed for protection under copyright. In terms of AI-generated art, this can mean that the art produced by these algorithms belong to the public domain.[24][25]

This is especially concerning for artists who are worried about algorithms that can copy the style of a human artist. This issue is in line with the growing concern of automated jobs. Some artists have used AI-image generators to produce images of Mickey Mouse and other copyrighted characters in order to bring the issue of legality and copyright into the forefront of the conversation around AI art.[26]

Ongoing Court Cases regarding Copyright Infringement

In the week of Jan 15, Getty Images filed a claim against Stability AI, creator of the algorithm Stable Diffusion. In its statement, Getty Images says that Stability AI infringed intellectual property rights, including by using content owned or represented by the former without seeking the appropriate license to use such content. The former also states that the content included, but is not limited to, millions of images and the associated metadata.[27]

Resistance to Data Scrapping

In response to concerns that algorithms may be using creative content without the consent or knowledge of the artists, a group of artists named Spawning created a website named, “Have I Been Trained?” On this website, artists can search the LAION-5B data set by text or by uploading an image to see if their content is being used.[28]


Added by peer on 1/26: 2: There are several different companies that specialize in AI generated art and the most popular of these is an app called Lensa. Lensa has taken social media by storm, creating custom portraits based on ten images that the user inputs. Lensa used an AI technique called Stable Diffusion to generate the portraits, but there has been controvery as several artists claim that their work has been stolen from the algorithm. [29]


Added: Art professors have begun to worry about the prevalence of art-generating algorithms, particularly pertaining to its simplicity of use.[30] Users can create abstract and sophisticated images, which has teachers worried their students won't develop necessary skills for work in art.

Artists have brought a lawsuit against three major AI Art companies, claiming the companies illegally used the artwork and illustrations of artists to train their algorithms. [31]

A Canadian illustrator has discovered that an AI Art algorithm used his art without his consent. [32]




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  3. Feldman, Ella. “Are A.I. Image Generators Violating Copyright Laws?” Smithsonian Magazine, 24 Jan. 2023, www.smithsonianmag.com/smart-news/are-ai-image-generators-stealing-from-artists-180981488/.
  4. Kelly, Kevin. “Picture Limitless Creativity at Your Fingertips.” Wired, 17 Nov. 2022, www.wired.com/story/picture-limitless-creativity-ai-image-generators/.
  5. Ramesh, Aditya, et al. “Hierarchical Text-Conditional Image Generation with CLIP Latents.” Computer Vision and Pattern Recognition, 13 Apr. 2022. ArXiv. Cornell University.
  6. Ramesh, Aditya, et al. “Hierarchical Text-Conditional Image Generation with CLIP Latents.” Computer Vision and Pattern Recognition, 13 Apr. 2022. ArXiv. Cornell University.
  7. Kelly, Kevin. “Picture Limitless Creativity at Your Fingertips.” Wired, 17 Nov. 2022, www.wired.com/story/picture-limitless-creativity-ai-image-generators/.
  8. Singh, Aditya. “How Does DALL·E 2 Work?” Augmented Startups, 31 May 2022, medium.com/augmented-startups/how-does-dall-e-2-work-e6d492a2667f.
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  10. Hencz, Adam. “AI Art and How Machines Have Expanded Human Creativity.” Artland Magazine, 8 Apr. 2022, magazine.artland.com/ai-art/.
  11. “Terms of Service.” www.wombo.ai, 1 Aug. 2021, www.wombo.ai/terms. Accessed 27 Jan. 2023.
  12. Kelly, Kevin. “Picture Limitless Creativity at Your Fingertips.” Wired, 17 Nov. 2022, www.wired.com/story/picture-limitless-creativity-ai-image-generators/.
  13. OpenAI. “DALL·E 2.” OpenAI, 2022, openai.com/dall-e-2/.
  14. “Community Guidelines | Deep Dream Generator.” Deepdreamgenerator.com, deepdreamgenerator.com/community-guidelines. Accessed 27 Jan. 2023.
  15. “Terms of Service - WOMBO Dream.” www.w.ai, 6 Apr. 2022, www.w.ai/terms-of-service-wombo-dream.
  16. “Terms of Service.” www.wombo.ai, 1 Aug. 2021, www.wombo.ai/terms. Accessed 27 Jan. 2023.
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  18. Edwards, Benj. “Artist Finds Private Medical Record Photos in Popular AI Training Data Set.” Ars Technica, 21 Sept. 2022, arstechnica.com/information-technology/2022/09/artist-finds-private-medical-record-photos-in-popular-ai-training-data-set/.
  19. Vincent, James. “Getty Images Is Suing the Creators of AI Art Tool Stable Diffusion for Scraping Its Content.” The Verge, 17 Jan. 2023, www.theverge.com/2023/1/17/23558516/ai-art-copyright-stable-diffusion-getty-images-lawsuit.
  20. “NVIDIA RESEARCH AI PLAYGROUND TERMS of USE.” Imaginaire.cc, 30 Sept. 2020, imaginaire.cc/gaugan360/term.txt. Accessed 27 Jan. 2023.
  21. “Community Guidelines | Deep Dream Generator.” Deepdreamgenerator.com, deepdreamgenerator.com/community-guidelines. Accessed 27 Jan. 2023.
  22. “Terms and Conditions | Deep Dream Generator.” Deepdreamgenerator.com, deepdreamgenerator.com/terms. Accessed 27 Jan. 2023.
  23. “OpenAI API.” Beta.openai.com, beta.openai.com/docs/usage-policies/content-policy. Accessed 27 Jan. 2023.
  24. Robertson, Adi. “The US Copyright Office Says an AI Can’t Copyright Its Art.” The Verge, 21 Feb. 2022, www.theverge.com/2022/2/21/22944335/us-copyright-office-reject-ai-generated-art-recent-entrance-to-paradise.
  25. US Copyright Office, Copyright Review Board. Re: Second Request for Reconsideration for Refusal to Register a Recent Entrance to Paradise (Correspondence ID 1-3ZPC6C3; SR # 1-7100387071). 14 Feb. 2022.
  26. Robinson, Blair. “Artists Are Selling AI-Generated Images of Mickey Mouse to Provoke a Test Case.” Data Privacy + Cybersecurity Insider, 5 Jan. 2023, www.dataprivacyandsecurityinsider.com/2023/01/artists-are-selling-ai-generated-images-of-mickey-mouse-to-provoke-a-test-case/. Accessed 27 Jan. 2023.
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  28. Edwards, Benj. “Have AI Image Generators Assimilated Your Art? New Tool Lets You Check.” Ars Technica, 15 Sept. 2022, arstechnica.com/information-technology/2022/09/have-ai-image-generators-assimilated-your-art-new-tool-lets-you-check/.
  29. https://www.nbcnews.com/tech/internet/lensa-ai-artist-controversy-ethics-privacy-rcna60242
  30. https://www.vice.com/en/article/jgpzz3/ai-art-in-schools
  31. https://news.artnet.com/art-world/class-action-lawsuit-ai-generators-deviantart-midjourney-stable-diffusion-2246770?fbclid=IwAR0W31X7_n_h7p5_GtM7O7_k2Dj-a9l5xAmn_YG7qQ895XlwxAZjc771zcc
  32. https://www.cbc.ca/news/canada/sudbury/ai-generated-art-consent-1.6722981