Lightweight diffusion models: a survey
W Song, W Ma, M Zhang, Y Zhang, X Zhao - Artificial Intelligence Review, 2024 - Springer
Diffusion models (DMs) are a type of potential generative models, which have achieved
better effects in many fields than traditional methods. DMs consist of two main processes …
better effects in many fields than traditional methods. DMs consist of two main processes …
PatchScaler: An Efficient Patch-independent Diffusion Model for Super-Resolution
Diffusion models significantly improve the quality of super-resolved images with their
impressive content generation capabilities. However, the huge computational costs limit the …
impressive content generation capabilities. However, the huge computational costs limit the …
A novel Zero-Shot Real World Spatio-Temporal Super-Resolution (ZS-RW-STSR) model for Video Super-Resolution
Super-resolution (SR) of the degraded and real low-resolution (LR) video remains a
challenging problem despite the development of deep learning-based SR models. Most …
challenging problem despite the development of deep learning-based SR models. Most …
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-Resolution
Image super-resolution pursuits reconstructing high-fidelity high-resolution counterpart for
low-resolution image. In recent years, diffusion-based models have garnered significant …
low-resolution image. In recent years, diffusion-based models have garnered significant …
A multi-view references image super-resolution framework for generating the large-FOV and high-resolution image
This paper investigates the generation of large field-of-view (FOV) and high-resolution (HR)
panorama images for smartphones. Existing techniques like image stitching struggle to …
panorama images for smartphones. Existing techniques like image stitching struggle to …
Geometric Distortion Guided Transformer for Omnidirectional Image Super-Resolution
As virtual and augmented reality applications gain popularity, omnidirectional image (ODI)
super-resolution has become increasingly important. Unlike 2D plain images that are formed …
super-resolution has become increasingly important. Unlike 2D plain images that are formed …
One-Step Effective Diffusion Network for Real-World Image Super-Resolution
The pre-trained text-to-image diffusion models have been increasingly employed to tackle
the real-world image super-resolution (Real-ISR) problem due to their powerful generative …
the real-world image super-resolution (Real-ISR) problem due to their powerful generative …