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Stable Diffusion HD image Generation for free, ai, text2img

Text to image is a technique used to generate images using natural language descriptions. It involves using natural language processing, computer vision, and machine learning algorithms to generate an image that is consistent with the text description. The technique is used to create a variety of applications, including photo retrieval, sketch generation, visual question answering, and image editing. Text to image allows images to be generated from text descriptions and allows users to describe what they want to create. It is a powerful tool for creating images from descriptions, making it possible to quickly generate a wide variety of images.

Diffusers in machine learning are algorithms that help reduce bias in a training dataset. They work by randomly adding noise to the data, making it more difficult for algorithms to detect patterns and trends. This helps to reduce bias in the data by making it less predictable. Diffusers can also be used to add diversity to the dataset, allowing algorithms to learn from data that is different from the original dataset.

Text-2-Image Diffusers are storming the internet, Dall-E, Stable Diffusion, Midjourney and many other models are there to play their role. Dall-E is a deep learning model developed by OpenAI that creates images based on text input. It has been used to generate realistic images and artwork. 

Dall-E-2 generated

On the Otherhand Stable Stable Diffusion by is the only opensource model (text2image pipeline) in the market where everyone can do their own image generations with customized developing enviroment.

Stable Diffusion Generated

 Midjourney started as an artistic model where now it generated as good images as the dall-e. its now again getting popular do to many variety of generation styles and patterns.

Midjourney generated
We all know that Text2Image models are GPU hungry, it wont go free ever, there should be some caps either in quality or quantity. Dall-E and Midjourney are paid close sourced models which has free credits to test out. Stable Diffusion on the other hand is free and open sourced is used widely around the world by enthusiasts. Based on the Stable Diffusion Text2Image Pipeline people around the world developed many custom models and styles, which is storming internet now.It includes many popular models like Protogen, Analog, RealisticVision, Photoreal, DreamShaper, DreamlikeDiffusion, Anything, ControlNEt..etc

Most of freely available models are capped in someways, either by low quality, or high generating time.'s photoreal is one of the best and finest version available out there to test, which has small generation time and comapritively best rendering quality available among the models till the date. A free version of Dreamlike arts Photoreal can be accessed here. which decent in quality and speed generation.

These model is good at generating robust resolution images fastly, especially faces. any bad anatomy of the facec can also be fixed easily using this face restoration tool for free.