Super-resolution imaging - Wikipedia
Super-resolution imaging (SR) is a class of techniques that improve the resolution of an imaging system. In optical SR the diffraction limit of systems is transcended, while in geometrical SR …
A Complete Guide to Image Super-Resolution in Deep Learning …
Aug 5, 2025 · Image Super-Resolution (ISR) is the process of improving the quality and resolution of a low-resolution (LR) image to a high-resolution (HR) version. This technique enhances …
Super Resolution - DeepAI
Super resolution uses machine learning techniques to upscale images in a fraction of a second.
Exploring the frontiers of image super-resolution: a review of …
May 30, 2025 · Super-resolution (SR) aims to reconstruct high-resolution images from low-resolution inputs, with deep learning advancements driving substantial improvements in SR …
The Rise of Super-Resolution: From Classical Image Processing to ...
Apr 25, 2025 · In 2003, Freeman, Jones, and Pasztor proposed example-based super-resolution, introducing a patch-based method that used a training dataset of image pairs. This data-driven …
A review of deep-learning-based super-resolution: From …
Jan 1, 2025 · Super-resolution (SR), aiming to super-resolve degraded low-resolution image to recover the corresponding high-resolution counterpart, is an important and challenging task in …
Image Super-Resolution: A Brief Overview
Dec 8, 2024 · Super-resolution (SR), the process of reconstructing a high-resolution image from its low-resolution counterpart, represents a pivotal challenge in computer vision.
What Is Super Resolution? - e-con Systems
Aug 28, 2024 · Super resolution is a set of techniques used to enhance the quality and detail of images beyond their original resolution. It isn’t just about making images bigger. It’s a …
What Is Image Super-Resolution and How Is It Achieved Using …
Jul 10, 2025 · Image super-resolution is a technology used to enhance the resolution of an image, transforming low-resolution images into high-resolution ones. This field has gained significant …
Super Resolution: What It Is and How It Works for Image …
Super resolution is a computer image processing technique for increasing the resolution of an image. It does this by combining information from several low-resolution versions of the image …