# Super-Resolution

HiPixel is a native macOS application designed for image super-resolution processing. It utilizes Upscayl's AI model to provide high-quality image upscaling, and achieves fast processing through GPU acceleration. It is suitable for designers and photographers who need image processing. This product runs smoothly on the macOS platform, supports multiple image formats, and provides a convenient folder monitoring function. HiPixel is positioned as an efficient image processing tool, aiming to improve user work efficiency.

DreamClear is a deep learning model focused on high-capacity real-world image repair, offering efficient solutions for image super-resolution and restoration through privacy-safe data management technologies. Introduced at NeurIPS 2024, its main advantages include high-capacity processing, privacy protection, and efficiency in practical applications. Background information indicates that it is an improvement upon prior works, providing multiple pre-trained models and code for use by researchers and developers. The product is free and caters to the image processing needs of both research and industry.

PMRF (Posterior-Mean Rectified Flow) is a newly proposed image restoration algorithm designed to address the distortion-perception quality trade-off in image restoration tasks. By combining posterior mean and rectified flow approaches, it presents an innovative image restoration framework capable of reducing image distortion while ensuring perceptual quality.

AI HD Anime leverages artificial intelligence to enhance the clarity of anime images, delivering a premium visual experience for anime fans. It's effortless and quick, bringing back classic details to life. We offer a completely free service with no registration or subscription required.

Upscale-A-Video is a diffusion-based model designed to increase video resolution by taking low-resolution videos and text prompts as input. The model ensures temporal consistency through two key mechanisms: locally, it integrates temporal layers into the U-Net and VAE-Decoder to maintain consistency in short sequences; globally, it introduces a stream-guided recurrent potential propagation module that enhances overall video stability by propagating and fusing potential information throughout the sequence. Due to the diffusion paradigm, our model balances fidelity and quality by allowing text prompts to guide texture creation and tunable noise levels, thus achieving a trade-off between restoration and generation. Extensive experiments have proved that Upscale-A-Video outperforms existing methods across synthetic and real-world benchmarks as well as AI-generated videos, demonstrating impressive visual fidelity and temporal consistency.

Lama Cleaner is a free, open-source AI image repair tool based on state-of-the-art AI models. It can remove any unwanted objects, blemishes, or people from images, and it can also erase and replace any objects in the image. The tool supports CPU, GPU, and M1/2, and offers a variety of SOTA AI models to choose from.

dioptify is an AI-powered image processing tool that offers automatic and free functionalities such as noise reduction, super-resolution, neural style transfer, and HDR. It helps users enhance image quality and explore new creative possibilities.

Waifu2x is a tool for single-image super-resolution enhancement of anime-style artworks using a deep convolutional neural network. It supports both photos and artworks and features noise reduction and upscaling capabilities. You can choose from different levels of noise reduction and upscaling. Waifu2x is easy to use and suitable for a variety of image enhancement needs. It can be accessed and used through its website.