Artbreeder | Ganbreeder

February 15, 2023





Art website

Artbreeder, formerly known as Ganbreeder,[4] is a collaborative, machine learning-based art website. Using the models StyleGAN and BigGAN,[4][5] the website allows users to generate and modify images of faces, landscapes, and paintings, among other categories.[6]

Overview [ edit ]

An example of portraits in Artbreeder

On Artbreeder, users mainly interact through the remixing - referred to as ‘breeding’ - of other users' images found in the publicly accessible database of images.[1] 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.[6] 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”.[2][5]

The site also allows for uploading new images, which the model will attempt to convert into the latent space of the network.[6]

A sequence of images from the same category can also be interpolated between in animated video form.[6] However, the animations page for the ‘Anime Portraits’ model cannot be reached via the ‘create’ page.[citation needed]

Notable usages [ edit ]

The similarly AI-driven text adventure game AI Dungeon uses Artbreeder to generate profile pictures for its users,[7] and The Static Age’s Andrew Paley has used Artbreeder to create the visuals for his music videos.[8][9] Artbreeder has been used to create portraits of characters from popular novels such as Harry Potter and Twilight.[10][11] They have also been used to add realistic features to ancient portraits.[12]

Artbreeder was used to create characters in the sequel to Ben Drowned with the titular villain, an AI-construct itself, created entirely using the website. [13]

Reception [ edit ]

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”.[14] However, the generated faces were noted as “creepy and ‘off’”, and still nowhere near the quality attained by actual digital artists.[6]

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."[15] 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.[16]

See also [ edit ]

References [ edit ]

Ganbreeder - Product Information, Latest Updates, and Reviews 2023



Ganbreeder is a collaborative art tool for discovering images using BigGAN. Using the web app, you can mix or “breed” neural networks with each other into evocative, otherworldly imagery.

The results can then become physical art. Ganbreeder integrates with Ganvas Studio, which turns your GAN images into posters and paintings.

Top 35 AI Art Generators: Discover the Best Tools for Creating Stunning Artistic Designs


In addition to the production of unique works of art, artificial intelligence-based research techniques have been developed to quantitatively assess digital art collections. The extensive digitization of artwork over the past few decades has made this possible. Although accessibility and exploration of these collections were the primary goals of digitalization, the use of AI in their analysis has opened up new study horizons.

The basic methods for analysing digitised art use two computing techniques: close reading and distant seeing.

Close reading focuses on particular visual facets of a single work. Analyzing brushstrokes or textural qualities, as well as computational artist authentication, are among activities carried out by machines in close reading techniques. On the other hand, using remote viewing techniques, the similarity throughout an entire

There are many creative tools available that can be used to generate AI art. Here is a brief overview of some popular ones:

Convolutional neural networks are employed by the Deep Dream Generator, an online tool, to produce surreal and abstract visuals. It works by identifying and enhancing patterns in the image to create a unique and trippy result. You can play around with different parameters to control the level of abstraction and trippiness of the generated image.

An application that uses AI to create artistic renditions of your images. It offers a wide range of styles, from impressionist to cubist, and allows you to fine-tune the result with different parameters. You can choose from pre-defined styles or create your own custom style using a reference image.

Creates art using deep convolutional generative adversarial networks (DCGANs).A DCGAN is a type of deep learning architecture that uses two neural networks, a generator and a discriminator, to generate new images that are similar to a training set. With ART-DCGAN, you can generate art in a variety of styles and styles can also be combined to create new styles..

A deep learning architecture called Generative Adversarial Networks (GANs) is capable of producing a variety of media, including photographs, movies, music, and more .They work by training a generator neural network to generate new data that is similar to a training set, while a discriminator network tries to distinguish the generated data from the real data. Over time, the generator improves and is able to generate more and more realistic data.

An AI programme called PaintsChainer can create drawings in the style of anime from text descriptions .It was trained on a large dataset of anime images and character descriptions, allowing it to generate new images based on your input. You simply need to provide a description of the character you want to generate, and the tool will do the rest.

An AI method for transferring an image’s style to another to produce distinctive and stylized visuals .The process works by identifying the style elements of one image and applying them to another image to create a new, stylized result. The result is a combination of the content of one image and the style of another.

A platform for exploring and experimenting with AI technologies by designers, artists, and developers .It offers a wide range of AI models and tools, including object detection, style transfer, and generative models, that you can use to create your own AI-generated art. It also offers a community for sharing and discovering new AI models and projects.

A program that creates fresh images from textual descriptions. It was trained on a large dataset of images and captions, allowing it to generate new, unique images based on your input. Simply provide a description of the image you want to generate, and DALL-E will do the rest.

AI is used in the text-based adventure game AI Dungeon to instantly create fresh plots and characters.

is an artificial intelligence tool that can transform your sketches into polished illustrations .Simply draw a rough sketch, and AutoDraw will suggest the most appropriate illustration to match your drawing.

It is a deep learning tool with a variety of uses, such as image recognition and generative art .It offers an intuitive interface and a variety of pre-trained models, making it easy for even non-experts to use.

A generative adversarial network (GAN) with a large-scale that can produce high-resolution images. It includes a number of incremental changes and innovations. The baseline and incremental changes are: Using SAGAN as a baseline with spectral norm.

An AI software called Artbreeder lets you develop fresh visuals and artistic approaches. Artbreeder offers a wide array of stock photos for editing. However, users have the option of uploading their own base photos for art generation. Users alter the values of different parameters and properties of an image.

It is an AI programme that can colorize films and photographs that are in black and white .It was developed by Jason Antic. Decodify uses GAN architecture to colorize the image.

It is an AI game that tests your ability to use forgeries created by the AI to steal a work of art.

A tool for examining and modifying the latent spaces of generative models is called latent space.

They are a sort of GAN that concentrate on producing artistic output, such as music, paintings, and other forms of visual and performing arts.

An AI technique called StyleGan2-ADA can produce excellent, lifelike photographs of faces.The most classic example of this is the made-up faces that StyleGAN2 is often used to generate.

A Google research initiative that examines the application of machine learning to the production of music and art.

An AI programme called Claude AI can transform your images into works of art inspired by Claude Monet. Claude’ is a large language model assistant which is claimed to give tough competition to OpenAI’s ChatGPT. The company is focused on understanding and developing safe AI systems, utilizing a unique approach known as “constitutional AI”.

An AI tool that can instantly change the look of one image to another. The AdaIN style transfer method is an arbitrary style transfer method, meaning it trains on a set of images to “remember” styles so that it can apply an arbitrary style to an image after it is trained.

An AI programme called Image2StyleGAN can create photos in the desired style. It is an optimization algorithm that aims to map an image into the latent space of a pre-trained StyleGAN

An AI programme that can transform your sketches into lifelike pictures. It is an AI demo for photorealistic image generation, allows anyone to create stunning landscapes using generative adversarial networks. Named after post-Impressionist painter Paul Gauguin, it was created by NVIDIA Research and can be experienced free through NVIDIA AI Demos.

It is an AI tool that may apply an image’s style to another to get a distinctive, stylistic output. This project is an implementation of Semantic Style Transfer (Champandard, 2016), based on the Neural Patches algorithm (Li, 2016)

An AI programme called Neural Painter may create new images depending on a style you specify.Neural Painters is a class of models that follows a GAN framework to generate brushstrokes, which are then composed to create paintings. GANs are great generative models for AI Art but they are known to be notoriously difficult to train

It is an AI programme that can transform your images into artistic creations in the vein of well-known painters.It is an evidence-based minimum set of items for reporting in systematic reviews and meta-analyses. The PRISMA statement consists of a 27-item checklist and a 4-phase flow diagram.

Using artificial intelligence (AI), you may discover and create new visual trends on Artiscope. Create your own trends here.

A method for employing deep neural networks to produce abstract, hallucinogenic pictures. DeepDream is a computer vision program created by Google engineer Alexander Mordvintsev that uses a convolutional neural network to find and enhance patterns in images via algorithmic pareidolia, thus creating a dream-like appearance reminiscent of a psychedelic experience in the deliberately overprocessed images

A contentious AI programme that can strip individuals of their clothing. Cybercriminals use Artificial Intelligence (AI) software — now easily available on apps and websites — to superimpose a digital composite (assembling multiple media files to make a final one) on to an existing video, photo or audio.

An AI technology called DeepFaceLab can change the looks of individuals in pictures and videos. DeepFaceLab will detect faces in the images, determine face landmarks, generate a default mask, align the faces, and output a file for each detected face including embedded metadata.

An AI technique called Deepfake can be used to create fake films of people acting and saying things they have never done. Deep fake (also spelled deepfake) is a type of artificial intelligence used to create convincing images, audio and video hoaxes.

It is an AI programmer that can create dreamlike landscapes from your images. Dreamscope It is an AI programmer that can create dreamlike landscapes from your images.

It is an AI programme that can create digital artworks from your images.Convert your device into a digital sketchbook with more than 80 paint brushes, smudge, fill and an eraser tool. This fast and intuitive painting and drawing application will unlock the full power of your imagination.

An AI programme called Dreamcam can create animated, dream-like sequences from your images.

It is an AI platform that allows you to create and evolve new images and art styles. It uses a combination of generative adversarial networks (GANs) and genetic algorithms to generate new images and styles based on your inputs.

The aforementioned apps, programmed, and tools are a terrific place to start if you’re interested in incorporating AI into your creative practice. Even if you have no prior expertise with machine learning, you may start with some of the more basic technologies and work your way up from there.

Use Deep Art, a Deep Dream Generator, Artbreeder (also known as GANBreeder), AI Painter, Cartoonify, or Quick Draw to create artificial neural networks for your drawings. You can also use Deep Art to edit AI photos.

AI artworks will become more deeply ingrained in our culture as means for creating it become more accessible. Pop album covers, traditional art gallery walls, digital and pixel art are all examples of where we can already see it.

< 回到列表