A neural network is a computer model created to process information that has a structure similar to the structure of neurons in the brain of living organisms.
Neural networks are used for a variety of tasks, such as classification, pattern recognition, forecasting, text analysis, and many others. A neural network consists of neurons (or nodes) that are interconnected in layers. Each layer can process information at different levels of abstraction, starting with raw data at the input, and ending with the final result at the output.
During the learning process, the neural network can adapt to the information being processed and adjust its weights (or parameters) to improve the quality of work.
DALL-E and DALL-E 2
DALL-E is a neural network model developed by OpenAI that can generate images using natural language as input.
The name DALL-E comes from the name of two artists - Salvador Dali and Pixar's Wall-E. The DALL-E model uses a combination of generative models and convolutional neural networks (CNNs) to create unique images based on textual descriptions.
DALL-E can create images of a variety of objects, including unusual combinations, for example, "an electric bald head with leather straps" or "an ice target consisting of jelly cubes". These images can be used in various fields, including medicine, the entertainment industry, advertising, design and more.
However, it is worth noting that DALL-E is not just a program for drawing images. It uses a model that requires a huge amount of data and computing resources for training.
DALL-E 2.0 is an updated version of the original DALL-E model, which was introduced by OpenAI in January 2021.
The main difference between DALL-E and DALL-E 2.0 is the improvement of the quality of generated images and the expansion of the range of objects and scenes that the model can create. DALL-E 2.0 uses more advanced neural network architectures and a larger training dataset, which allows it to create better and more diverse images.
In addition, DALL-E 2.0 can work with longer and more complex text descriptions, which expands the possibilities of using the model to generate more detailed and accurate images.
Finally, DALL-E 2.0 also has a higher image generation rate, which allows it to be used in a wider range of applications.
Midjourney.com
Midjourney has a wide range of competencies and experience in the field of machine learning and artificial intelligence and offers its services to companies and organizations wishing to optimize their business processes and benefit from the use of modern technologies.
One of Midjourney's projects is called "The AI Art House". It allows you to create unique works of art using neural networks. The project allows the user to enter certain parameters, and based on these parameters, the system creates a unique work of art.
The project uses a generative neural network model based on the GAN (Generative Adversarial Network) architecture. GAN consists of two neural networks: a generator and a discriminator. The generator creates images, and the discriminator evaluates how realistic they are. The model is trained by training the generator to create images that can deceive the discriminator, and the discriminator improves its assessment of realism based on the results obtained.
In "The AI Art House", the user sets certain parameters, such as theme, color, shape, size, etc., and based on these parameters, the system creates a unique work of art. This work can be saved, sent to print or used for other purposes.
AI works from Midjourney can be used in various fields, such as design, advertising, cinema, etc. However, it should be borne in mind that the creation of images using neural networks is a relatively new field and may be limited by technological capabilities.
This Person Does Not Exist
"This Person Does Not Exist" (TPDNE) is a service that uses neural network algorithms to generate realistic photos of people who don't actually exist.
TPDNE, as well as the neural network from Midjourney, is based on the architecture of deep neural networks called generative adversarial networks (GAN).
"This Person Does Not Exist" can create images of people who don't actually exist. Each photo is generated just before it is displayed on the screen, which makes each of them unique.
TPDNE can be used for various purposes, for example, in testing computer vision, creating characters for video games, in animation and in other areas where creating a large number of diverse photographs of people is required. However, it should be noted that the use of TPDNE in some contexts may raise ethical questions, since the creation of images of people who do not actually exist can be used for manipulation and deception.
This Cat Does Not Exist
Well, if there is something with people, it should be the same, but with cats.
"This Cat Does Not Exist" (TCDNE) is a service that uses neural network algorithms to generate realistic images of cats that don't actually exist.
TCDNE, it's like TPDNE, but it's better, since with cats.
The service "This Cat Does Not Exist" can be used in various fields, such as computer vision, video game development, creating visual effects for movies and TV shows, as well as in other areas where creating a large number of diverse images of cats is required. For example, for fun.
Can it be used for manipulation and deception? I don't know how virtual cats can interfere with someone.
AutoDraw
AutoDraw is a free online service developed by Google that uses neural networks to recognize drawings created by the user and offers to quickly and easily draw professional and beautiful drawings.
How the AutoDraw service works: the user draws an object on the screen, for example, a cat, and using the AutoDraw neural network recognizes the drawing and offers several options that are similar to the drawn object. Then the user selects the appropriate option, and AutoDraw replaces the drawn object with the selected option.
AutoDraw also provides a number of drawing tools, including brushes and stamps. In addition, the user can upload his drawing and use it in AutoDraw.
The AutoDraw service can be useful for people who have no experience in drawing or cannot create professional drawings. It can also be used to create illustrations for websites, logos, advertising banners and other graphic projects.
Looka
Looka is an online logo creation service that uses neural networks and machine learning to automatically create unique logo designs for businesses.
How the Looka service works: The user selects the type of their business, enters the company name and adds some additional details, such as the color scheme and preferred logo style. Looka then uses machine learning algorithms to generate several logo design options from which the user can choose the most appropriate one.
The user can customize various aspects of the logo, such as colors, fonts and sizes, and instantly see the results of their changes. When the logo is ready, the user can upload it in various formats to use it on their websites, social networks or marketing materials.
The Looka service can be useful for small entrepreneurs and startups who do not have the budget to hire a designer, but want to have a professionally designed logo for their company. However, it should be noted that the use of such services may lead to the creation of logos that may be similar to the logos of other companies, and may cause legal problems.
Poem Portraits
Poem Portraits is an online service developed jointly by the British Library Museum and a machine-trained team from Canada called Ross Goodwin and Team, which uses neural networks to create unique poetic portraits.
When a user visits the Poem Portraits website, they can enter a word or a short phrase that will be used to create a poetic portrait. Words and phrases are transformed into data sets that are received at the input of a machine neural network. The neural network generates a new text using a generation technique based on a data set, then this text is converted into a portrait image using computer vision technology.
The user can then save his poetic portrait and share it on social networks. Poem Portraits is an interesting way to combine poetry, art and technology, and can be useful for poetry lovers, participants in creative projects and just for the curious who want to try something new.
RemoveBg
RemoveBg will allow you to quickly and easily remove the background from images. With this service, you can quickly get images with a transparent background that can be used for various purposes, for example, to create memes, photo collages, advertising materials, etc.
Colorize
Colorize is an online service that allows you to automatically color black and white photos using machine learning and artificial intelligence. The service uses computer vision algorithms to analyze the image and determine the optimal colors for each part of the image, based on training on a large collection of color photographs.
To use the Colorize service, no special knowledge and skills in the field of image processing are required. Users can upload a black-and-white photo to the Colorize website and get a result with automatically inserted colors in a few seconds. The service also allows you to adjust the color saturation and shades to get the desired effect.
Colorize can be useful for archivists, historians, designers and anyone who wants to convert black and white photos to color to give them a more realistic look.
Let’s Enhance
Let's Enhance is an online service that allows you to increase the size and improve the quality of images using machine learning and artificial intelligence. The service uses deep neural networks to improve images and bring them to a clearer and more detailed view.
To use the Let's Enhance service, users can upload their images to the site, select the desired level of magnification and quality improvement and get the result within a few seconds. In addition, the service allows you to adjust the color saturation, remove noise and defects, as well as apply other effects to achieve the desired result.
Let's Enhance can be useful for photographers, designers, illustrators and anyone who works with images and wants to increase their size and improve quality without losing detail and clarity.
Movavi
Movavi is a company that offers various software products for video, audio and image processing. Among them there are video editors, converters, screen capture programs, audio editors, tools for working with photos and others.
Movavi uses artificial intelligence in its products to simplify and automate routine tasks, as well as to improve the quality and efficiency of media content processing.
For example, Movavi Video Editor Plus uses the "Intelligent Video Stabilization" function, which allows you to automatically remove jitter from the video. Also in the program there is a function "Intelligent video quality improvement", which allows you to automatically improve the sharpness, brightness and contrast of video files.
In addition, Movavi products have functions that use neural networks and machine learning to recognize objects in photos and videos, as well as to create effects and filters.
For example, the "Face Recognition" feature in Movavi Photo Editor uses a neural network to recognize faces in photos, allowing the user to easily highlight and edit them. The "Artificial Intelligence to create a Slideshow" feature in Movavi Slideshow Maker automatically creates a slideshow of photos using neural networks to select suitable effects and music.
Thus, the use of artificial intelligence allows Movavi to provide its users with more efficient and convenient tools for processing media content.
Dream
The Dream service is an online platform for creating graphic images that uses artificial intelligence.
Dream allows users to create unique designs and illustrations using a set of tools and functions. For example, users can upload their own photo or select one of the provided ones, and then use the crop, resize and overlay effects functions to create the desired result.
With the help of artificial intelligence, Dream can also automatically process images, recognize objects in the photo and apply effects to them, create completely new graphic elements based on the specified parameters, as well as create illustrations in a certain style.
Dream can be useful for designers, marketers, content creators, photographers and other professionals who need effective tools to create graphic images.
Conclusion
We discussed several online services and companies that use artificial intelligence to create and process images. Some of these services, such as "This Person Does Not Exist" and "This Cat Does Not Exist", use generative-adversarial neural networks to create realistic images. Other services such as "Remove.bg" and "Colorize", use artificial intelligence to process existing images, for example, to remove the background or colorize black and white photos. This and a lot of other information you can learn by seeking advice of Anchante support team.