Artbreeder
Artbreeder, formerly known as Ganbreeder, is a collaborative, machine learning-based art website. Using the models StyleGAN and BigGAN, the website allows users to generate and modify images of faces, landscapes, and paintings, among other categories. Overview. On Artbreeder, users mainly interact through the remixing - referred to as 'breeding' - of other users' images found in the publicly accessible database of images. The creation of new variations can be done by tweaking sliders on an image's page, known as "genes", which in the "Portraits" model can range from color balance to gender, facial hair, and glasses. Additionally, any image  can be "crossbred" with other publicly viewable images from the database, using a slider to control how much of each image should influence the resulting "child". The site also allows for uploading new images, which the model will attempt to convert into the latent space of the network. A sequence of images from the same category can also be interpolated between in animated video form. However, the animations page for the 'Anime Portraits' model cannot be reached via the 'create' page. Notable usages. The similarly AI-driven text adventure game AI Dungeon uses Artbreeder to generate profile pictures for  its users, and The Static Age's Andrew Paley has used Artbreeder to create the visuals for his music videos. Reception. The artwork generated by users of the website has been described as "beautiful" and "surreal," drawing comparisons to "weird, incomprehensible dreams" that "somehow touch the deep, unconscious parts of [the] mind". However, the generated faces were noted as "creepy and 'off,'" and still nowhere near the quality attained by actual digital artists. Additionally, the site faced criticism for perceived confusing aspects of the AI's behavior. Jonathan Bartlett of Mind Matters News noted that "As is always the case  with AI, sometimes the [gene] knobs don’t work as expected and sometimes the results are… strange," while conceding that Artbreeder was still "probably the start of a new future of made-to-order stock images." Writers from "Hyperallergic" also took issue with perceived racial biases in the Portraits model, citing a comment from a user who faced difficulty from the neural network while attempting to darken the skin of a portrait to match a source image.