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Machine learning model
A text-to-image (T2I or TTI) model is a machine learning model which takes an input natural language prompt and produces an image matching that description
Text-to-image_model
Image-generating machine learning model
Flux (also known as FLUX.1 and FLUX.2) is a text-to-image model developed by Black Forest Labs (BFL), based in Freiburg im Breisgau, Germany. Black Forest
Flux_(text-to-image_model)
Image-generating machine learning model
Ideogram is a freemium text-to-image model developed by Ideogram, Inc. using deep learning methodologies to generate digital images from natural language
Ideogram (text-to-image model)
Ideogram_(text-to-image_model)
Image-generating machine learning model
Imagen is a series of text-to-image models developed by Google DeepMind. They were developed by Google Brain until the company's merger with DeepMind in
Imagen_(text-to-image_model)
Machine learning model
text-to-video model is a form of generative artificial intelligence that uses a natural language description as input to produce a video relevant to the
Text-to-video_model
Image generation algorithm
Text-to-Image personalization is a task in deep learning for computer graphics that augments pre-trained text-to-image generative models. In this task
Text-to-image_personalization
Video-generating LLM (2024–2026)
Sora was a text-to-video model and social media app developed by OpenAI. Using artificial intelligence, the model generated short video clips based on
Sora_(text-to-video_model)
Technique for the generative modeling of a continuous probability distribution
model is trained to convert CLIP image encodings to CLIP text encodings. The image decoder is trained to convert CLIP image encodings back to images.
Diffusion_model
Chatbot developed by xAI
Aurora, a new text-to-image model developed by xAI. Also in December 2024, xAI released standalone Grok web and iOS apps, in addition to its existing availability
Grok_(chatbot)
Text-to-video model
released in 2024 as the company's first text-to-video model. LTX-2 is part of the LTX family of video generation models, which form the core technology, alongside
LTX_(text-to-video_model)
Image-generating machine learning model
Stable Diffusion is a deep learning, text-to-image model released in 2022 based on diffusion techniques. The generative artificial intelligence technology
Stable_Diffusion
Application of computer graphics to create or contribute to images
pictures. A text-to-image (T2I or TTI) model is a machine learning model which takes an input natural language prompt and produces an image matching that
Computer-generated_imagery
Technique in neural networks for learning joint representations of text and images
Language–Image Pre-training (CLIP) is a technique for training a pair of neural network models, one for image understanding and one for text understanding
Contrastive Language–Image Pre-training
Contrastive_Language–Image_Pre-training
implementation of artificial intelligence (AI) programs, most commonly using text-to-image models. The process of automated art-making has existed since antiquity
AI_art
Image-generation models developed by OpenAI
GPT Image is a series of image generation and editing models developed by OpenAI. A text-to-image variant of the GPT family, it uses deep learning methodologies
GPT_Image
Algorithm for modelling sequential data
Outputs". arXiv:2107.14795 [cs.LG]. "Parti: Pathways Autoregressive Text-to-Image Model". sites.research.google. Archived from the original on 2024-08-10
Transformer_(deep_learning)
Large language model by Meta AI
Llama to Stable Diffusion, a text-to-image model which, unlike comparably sophisticated models which preceded it, was openly distributed, leading to a rapid
Llama_(language_model)
Video-generating machine learning model
Veo, or Google Veo, is a text-to-video model developed by Google DeepMind and announced in May 2024. As a generative AI model, it creates videos based
Veo_(text-to-video_model)
AI research laboratory
language models) and other generative AI tools, such as the text-to-image model Imagen, the text-to-video model Veo, and the text-to-music model Lyria.
Google_DeepMind
AI that generates content
that uses generative models to generate text, images, videos, audio, software code (vibe coding) or other forms of data. These models learn the underlying
Generative_AI
2024 controversy
to have been seen over 47 million times before its eventual removal. The images led Microsoft to enhance Microsoft Designer's text-to-image model to prevent
Taylor Swift deepfake pornography controversy
Taylor_Swift_deepfake_pornography_controversy
Artificial production of media by automated means
Synthetic media is digital content in various media formats, including text, image, and video, which has been automatically and artificially produced or
Synthetic_media
British artificial intelligence company
its text-to-image model Stable Diffusion. Stability AI was founded in 2019 by Emad Mostaque and Cyrus Hodes. In August 2022 Stability AI rose to prominence
Stability_AI
Image-generating machine learning model
create and edit images, vectors, and mockups using various text-to-image models. Like models such as Midjourney and DALL-E, the Recraft model generates digital
Recraft
Type of machine learning model
A large language model (LLM) is a neural network trained on a vast amount of text for natural language processing tasks, especially language generation
Large_language_model
Image-generating deep learning model
3 (stylised DALL·E) are text-to-image models developed by OpenAI using deep learning methodologies to generate digital images from natural language descriptions
DALL-E
Foundation model allowing control of robot actions
vision–language–action model (VLA) is a class of multimodal foundation models that integrates vision, language and actions. Given an input image (or video) of
Vision–language–action_model
Deep learning artificial intelligence research team
types of text-to-image models called Imagen and Parti that compete with OpenAI's DALL-E. Later in 2022, the project was extended to text-to-video. Imagen
Google_Brain
Structuring text as input to generative artificial intelligence
AI to mimic in order to guide the model toward more accurate, useful, and consistent responses. When communicating with a text-to-image or a text-to-audio
Prompt_engineering
Large multimodal model from OpenAI
multimodal model for text, audio, image, and video interaction. Contemporary coverage described GPT-4o as a successor to GPT-4 Turbo in OpenAI's GPT-4 model line
GPT-4o
Explicit material produced by generative AI
including generative adversarial networks (GANs) and text-to-image models, generate lifelike images, videos, or animations from textual descriptions or
Generative_AI_pornography
Type of artificial intelligence system
vision–language model (VLM) is a type of artificial intelligence system that can jointly interpret and generate information from both images and text, extending
Vision–language_model
Type of large language model
and generate text, images, and audio. Additionally, GPT models like o3 and DeepSeek R1 have been trained with reinforcement learning to generate multi-step
Generative pre-trained transformer
Generative_pre-trained_transformer
Video-generating machine learning model
Machine is a text-to-video model created by Luma Labs and launched in June 2024. It generates video output based on user prompts or still images. Dream Machine
Dream Machine (text-to-video model)
Dream_Machine_(text-to-video_model)
Large language model developed by Google
Experimental model. Features include a Multimodal Live API for real-time audio and video interactions, native image and controllable text-to-speech generation
Gemini_(language_model)
Machine learning methods using multiple input modalities
to as modalities, such as text, audio, images, or video. This integration allows for a more holistic understanding of complex data, improving model performance
Multimodal_learning
Machine learning technique
language processing tasks such as text summarization and conversational agents, computer vision tasks like text-to-image models, and the development of video
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
Generative AI chatbot by OpenAI
uses large language models—specifically generative pre-trained transformers (GPTs)—to generate text, speech, and images in response to user prompts. ChatGPT
ChatGPT
Technology made by American organization
Language–Image Pre-training) is a model that is trained to analyze the semantic similarity between text and images. It can notably be used for image classification
Products and applications of OpenAI
Products_and_applications_of_OpenAI
Artificial intelligence model paradigm
intelligence, a foundation model (FM), also known as large x model (LxM, where "x" is a variable representing any text, image, sound, etc.), is a machine
Foundation_model
Non-profit German artificial intelligence organization
number of high-profile text-to-image models, including Stable Diffusion and Imagen. In February 2023, LAION was named in the Getty Images lawsuit against Stable
LAION
Chatbot developed by Google
natively on multiple data types, allowing the models to process and generate text, computer code, images, audio, and video simultaneously. Google distributes
Google_Gemini
Open source generative artificial intelligence UI
users to generate images from a series of text prompts. It uses free diffusion models such as Stable Diffusion as the base model for its image capabilities
ComfyUI
Artificial intelligence research collective
(another model developed by OpenAI) to convert regular image generation models into text-to-image synthesis ones. Building on ideas dating back to Google's
EleutherAI
Music-generating machine learning model
open-source model for generating images from text prompts, on spectrograms, resulting in a model which used text prompts to generate image files which
Riffusion
Image-generating machine learning model
ability to "zoom out" by generating surroundings to an existing image. On December 21, 2023, the alpha iteration of version 6 was released. The model was
Midjourney
AI chatbot developed by Yandex
virtual assistant Alice to interact with the new language model. On June 15, 2023, Yandex added the YandexGPT language model to the image generation application
Alice_AI_(AI_model_family)
American artificial intelligence company
videos, images, and various multimedia content through developing commercial text-to-video and video generative AI models. Runway's tools and AI models have
Runway_(company)
Copyright law in the use of AI
This includes text-to-image models such as Stable Diffusion and large language models such as ChatGPT. State of the art large language models are trained
Artificial intelligence and copyright
Artificial_intelligence_and_copyright
Concept involving online bot activity
AI boom that began in the 2020s, with large language model (LLM) chatbots and text-to-image models emerging as technologies that could theoretically drown
Dead_Internet_theory
Online service for AI media creation
is an online cloud-based, SaaS model, and a paid subscription service for AI-assisted storywriting and text-to-image synthesis, originally launched in
NovelAI
Partitioning a digital image into segments
known as image regions or image objects (sets of pixels). The goal of segmentation is to simplify and/or change the representation of an image into something
Image_segmentation
Artificial intelligence division of Microsoft
present. On October 13, 2025, MAI announced a new in-house text-to-image model called MAI-Image-1. On November 6, 2025, MAI announced the creation of a superintelligence
Microsoft_AI
Spanish AI graphic design company
openly available text-to-image model developed with Fal.ai, which the company said was trained on commercially licensed, "safe-for-work" images. In May 2025
Magnific
Series of large language models developed by Google AI
T5 (Text-to-Text Transfer Transformer) is a series of large language models developed by Google AI introduced in 2019. Like the original Transformer model
T5_(language_model)
Image-generating machine learning model
generative artificial intelligence models for creative production. Its capabilities include text-to-image and text-to-video, image-to-video, generate speech, generate
Adobe_Firefly
Computer imaging technique
vision, image-based modeling and rendering (IBMR) methods rely on a set of two-dimensional images of a scene to generate a three-dimensional model and then
Image-based modeling and rendering
Image-based_modeling_and_rendering
Research field that lies at the intersection of machine learning and computer security
was created for use by visual artists to put on their artwork to corrupt the data set of text-to-image models, which usually scrape their data from the
Adversarial_machine_learning
Deep learning generation model
DreamBooth is a deep learning generation model used to personalize existing text-to-image models by fine-tuning. It was developed by researchers from
DreamBooth
Computer recognition of visual text
electronic or mechanical conversion of images of typed, handwritten or printed text into machine-encoded text, whether from a scanned document, a photo
Optical_character_recognition
Technique altering AI content for easier detection
artificial intelligence systems, such as text, images, audio, or video. The technique allows the content to be traced and identified as machine-generated
AI_content_watermarking
Topics referred to by the same term
game and console-making subsidiary of NEC. Troubled teen industry Text-to-image model in machine learning Search for "TTI" , "T.T.I.", "TT-i", "t-TI",
TTI
Diffusion model over latent embedding space
diffusion models (DMs) are trained with the objective of removing successive applications of noise (commonly Gaussian) on training images. The LDM is
Latent_diffusion_model
"Imagen: Text-to-Image Diffusion Models". imagen.research.google. Archived from the original on 2024-03-27. Retrieved 2024-04-04. "Pretrained models — transformers
List_of_large_language_models
2024 Android smartphones developed by Google
voice chat mode powered by the Imagen 3 text-to-image model. Other AI-powered features included Pixel Studio, an image generation app; Pixel Screenshots, a
Pixel_9
Graphics created using computers
as output an image matching that description. Text-to-image models generally combine a language model, which transforms the input text into a latent
Computer_graphics
Statistical concept
components are needed to accurately model a given image distribution or cluster of data. A typical non-Bayesian mixture model with categorical observations
Mixture_model
Open source generative artificial intelligence UI
program that allows users to generate images from a text prompt. It uses Stable Diffusion as the base model for its image capabilities together with
Automatic1111
Suite of artificial intelligence tools developed by Apple Inc.
with the image generation models built into ChatGPT. Using Apple Intelligence text-to-image models, users can generate unique "Genmoji" images by typing
Apple_Intelligence
Fictional character created by text-to-image models
Swanson claimed to have discovered with a text-to-image AI model in April 2022. In a viral Twitter thread, Swanson described the images of Loab as an unexpectedly
Loab
Alternative representations of the RGB color model
broadcasts and show a monochrome image. In an attempt to accommodate more traditional and intuitive color mixing models, computer graphics pioneers at PARC
HSL_and_HSV
Content-based image retrieval
image searchers that combine both search techniques. For example, the first search is done by entering a text. The images obtained are then used to refine
Reverse_image_search
Generation of text in natural languages
texts. The end-to-end approach has perhaps been most successful in image captioning, that is automatically generating a textual caption for an image.
Natural_language_generation
Interactive world generators
frames. It represents output in a latent space to allow input to control generation. It takes text and image input and has 11 billion parameters. Genie was
Genie_(world_model)
Machine learning model for vision processing
decomposes an input image into a series of patches (rather than text into tokens), serializes each patch into a vector, and maps it to a smaller dimension
Vision_transformer
Cross-platform design, photo and video editing platform
generator and AI text tools, introduced in 2022. In 2024, it announced a partnership with Getty Images to build a custom text-to-image model designed for
Picsart
Belgian performance artist (born 1959)
intelligence text-to-image model renderings that are then used to produce 3D printing or CNC machined relief objects. In 2025 he created 650 images from a 1974
Danny_Devos
Chinese multimodal artificial intelligence program
the machine learning model — while Wu Dao has 1.75 trillion parameters. Wu Dao was trained on 4.9 terabytes of images and texts (which included 1.2 terabytes
Wu_Dao
2023 text-generating language model
process images in addition to text. OpenAI has not revealed technical details and statistics about GPT-4, such as the precise size of the model. An early
GPT-4
Device that optically scans images, printed text
image scanner (often abbreviated to just scanner) is a device that optically scans images, printed text, handwriting, or an object and converts it to
Image_scanner
Computer-based method for summarizing a text
original text in cases where the original document relates to a special field of knowledge. "Paraphrasing" is even more difficult to apply to images and videos
Automatic_summarization
Topics referred to by the same term
company), a developer of workflow software Flux (text-to-image model), a suite of text-to-image model developed by Black Forest Labs f.lux, a program that
Flux_(disambiguation)
Chinese Internet technology company
language model. Both are available in the US. Seedream is a text-to-image model. It has editing and generation capabilities. Seedance is an image-to-video
ByteDance
Chatbot developed by Microsoft
Microsoft Designer, which is oriented towards using its Image Creator to generate images based on text prompts. In 2019, Microsoft partnered with OpenAI and
Microsoft_Copilot
Dutch computer scientist
Earlier he worked at Google and worked on generative AI, specifically text-to-image models. Durk completed his MSc at Utrecht University in 2009 and completed
Durk_Kingma
Multidisciplinary endeavour
Marlboro Man image to sell cars, or to advertise the dangers of smoking-related impotence). The combinatorial perspective allows us to model creativity
Computational_creativity
Alternative text that appears when a HTML element cannot be rendered
recommends that every image displayed through HTML have an alt attribute, though the alt attribute does not need to contain text. The lack of proper alt
Alt_attribute
Overview of and topical guide to deep learning
Deepfake Generative artificial intelligence Large language model Speech synthesis Text-to-image model Deep Learning Anti-Aliasing (DLAA) Deep Learning Super
Outline_of_deep_learning
Internal representation of world by AI
its world model designed for real-time and “flowy” world model. It includes a directing mode for world building based on text and image prompts and
World model (artificial intelligence)
World_model_(artificial_intelligence)
Erroneous AI-generated content
superficial statistics, leading adversarial training to not be robust in real-world scenarios. Text-to-image models, such as Stable Diffusion, Midjourney and others
Hallucination (artificial intelligence)
Hallucination_(artificial_intelligence)
American cartoonist, illustrator and author
career, and has been recently noted for her public opposition to the rise of text-to-image models and generative AI illustrations. Sarah Andersen was born
Sarah_Andersen
Open source generative artificial intelligence UI
program that allows users to generate images from a text prompt. It uses Stable Diffusion XL as the base model for its image capabilities as well as a
Fooocus
Computer vision framework
Terzopoulos for delineating an object outline from a possibly noisy 2D image. The snakes model is popular in computer vision, and snakes are widely used in applications
Active_contour_model
Web search engine developed by Microsoft
October 2025, Microsoft announced the release of its in-house text-to-image model MAI-Image-1. Microsoft Copilot, formerly known as Bing Chat, is an chatbot
Microsoft_Bing
Deep learning method
generator is not trained to minimize the distance to a specific image, but rather to fool the discriminator. This enables the model to learn in an unsupervised
Generative adversarial network
Generative_adversarial_network
Artificial intelligence company
advanced text-to-image model developed by Leonardo AI, was officially launched, offering full-HD output. In the same year, it was ranked #7 on the “Text-to-Image”
Leonardo.ai
American data annotation company
to match annotators to their expertise. These annotators reviewed the responses by generative AI models, including chatbots and text-to-image models,
Surge_AI
Family of large language models by Google
140 languages. As multimodal models, they support both text and image input. Google also offers Gemma 3n – smaller models optimized for execution on consumer
Gemma_(language_model)
Machine-learning based art website
for uploading new images, which the model will attempt to convert into the latent space of the network. The similarly AI-driven text adventure game AI
Artbreeder
Topics referred to by the same term
Stability AI, an artificial intelligence company, best known for its text-to-image model Stable Diffusion. Supersonic Aerospace International, an American
Sai
TEXT TO-IMAGE-MODEL
TEXT TO-IMAGE-MODEL
Girl/Female
Anglo Saxon
Image.
Boy/Male
Indian
Image
Girl/Female
Australian, Indonesian
Image
Girl/Female
Arabic, French, Muslim
Belief
Boy/Male
Arabic, Muslim
Image
Boy/Male
Hindu
A vedic text
Girl/Female
Hindu
Image
Boy/Male
Muslim
Image
Surname or Lastname
English (Devon)
English (Devon) : nickname from Middle English hext ‘tallest’, ‘highest’ (Old English hēhst, superlative of hēah ‘high’).
Boy/Male
Hindu, Indian, Marathi
Image
Girl/Female
Tamil
Onalika | ஓநாலிகாÂ
Image
Onalika | ஓநாலிகாÂ
Boy/Male
Hindu, Indian, Kannada, Telugu
Sacret Text
Boy/Male
Tamil
A vedic text
Girl/Female
Maori
Image.
Boy/Male
Indian, Telugu
Lord Muruga; Text
Boy/Male
Hindu
Vedic text
Boy/Male
Sikh
Next to God
Girl/Female
Anglo Saxon
Image.
Boy/Male
Tamil
Vedic text
Surname or Lastname
Jewish (Ashkenazic)
Jewish (Ashkenazic) : metonymic occupational name for a refiner, from Yiddish test ‘crucible’, ‘melting pot’.English : nickname for someone with a large or otherwise remarkable head, from Old French teste ‘head’.
TEXT TO-IMAGE-MODEL
TEXT TO-IMAGE-MODEL
Girl/Female
Bengali, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Oriya, Sanskrit, Tamil, Telugu
Wave
Boy/Male
Danish, German, Swedish
Edge of the Sword; Brave; Hardy
Boy/Male
Arabic
Name of the Narrator of Hadith
Girl/Female
Hindu, Indian
Mother of Kaurvas; Wife of Dhutrastra
Boy/Male
Gujarati, Hindu, Indian, Kannada, Marathi, Telugu
Oneself; Alone
Girl/Female
Hindu
Girl/Female
Hindu, Indian
Defended; Loved
Girl/Female
Hindu, Indian
Princess whom cannot be Compared with Anyone
Boy/Male
Arabic, Muslim
The 57th Surah of the Quran; Iron; Eloquent
Boy/Male
Arabic, Muslim
Obedient (Servant) of the Most Gracious (Allah)
TEXT TO-IMAGE-MODEL
TEXT TO-IMAGE-MODEL
TEXT TO-IMAGE-MODEL
TEXT TO-IMAGE-MODEL
TEXT TO-IMAGE-MODEL
v. t.
To write in large characters, as in text hand.
superl.
Nearest in time; as, the next day or hour.
superl.
Nearest in degree, quality, rank, right, or relation; as, the next heir was an infant.
imp. & p. p.
of Image
v. i.
To lodge as a tent; to tabernacle.
v. t.
To represent or form an image of; as, the still lake imaged the shore; the mirror imaged her figure.
v. t.
To probe or to search with a tent; to keep open with a tent; as, to tent a wound. Used also figuratively.
n.
A small protuberance or nozzle resembling the teat of an animal.
n.
A style of writing in large characters; text-hand also, a kind of type used in printing; as, German text.
v. t.
To represent to the mental vision; to form a likeness of by the fancy or recollection; to imagine.
v. t.
To refine, as gold or silver, in a test, or cupel; to subject to cupellation.
n.
One who images or forms likenesses; a sculptor.
n.
Examination or trial by the cupel; hence, any critical examination or decisive trial; as, to put a man's assertions to a test.
n.
The representation of a tent used as a bearing.
v. t.
To examine or try, as by the use of some reagent; as, to test a solution by litmus paper.
v. t.
To put to the proof; to prove the truth, genuineness, or quality of by experiment, or by some principle or standard; to try; as, to test the soundness of a principle; to test the validity of an argument.
n.
The figure or picture of any object formed at the focus of a lens or mirror, by rays of light from the several points of the object symmetrically refracted or reflected to corresponding points in such focus; this may be received on a screen, a photographic plate, or the retina of the eye, and viewed directly by the eye, or with an eyeglass, as in the telescope and microscope; the likeness of an object formed by reflection; as, to see one's image in a mirror.
adv.
In the time, place, or order nearest or immediately suceeding; as, this man follows next.
n.
Means of trial; as, absence is a test of love.
n.
An image.