Diffusion models, image super-resolution, and everything: A survey

BB Moser, AS Shanbhag, F Raue… - … on Neural Networks …, 2024 - ieeexplore.ieee.org
Diffusion models (DMs) have disrupted the image super-resolution (SR) field and further
closed the gap between image quality and human perceptual preferences. They are easy to …

Adversarial diffusion compression for real-world image super-resolution

B Chen, G Li, R Wu, X Zhang, J Chen, J Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Real-world image super-resolution (Real-ISR) aims to reconstruct high-resolution images
from low-resolution inputs degraded by complex, unknown processes. While many Stable …

Arbitrary-steps Image Super-resolution via Diffusion Inversion

Z Yue, K Liao, CC Loy - arxiv preprint arxiv:2412.09013, 2024 - arxiv.org
This study presents a new image super-resolution (SR) technique based on diffusion
inversion, aiming at harnessing the rich image priors encapsulated in large pre-trained …

Enhancing Face Image Quality: Strategic Patch Selection with Deep Reinforcement Learning and Super-Resolution Boost via RRDB

E Altinkaya, B Barakli - IEEE Access, 2024 - ieeexplore.ieee.org
Facial super-resolution (FSR) is a critical research area whose goal is to improve visual
quality by converting low-resolution facial images to high resolution ones. Research in FSR …

FAM Diffusion: Frequency and Attention Modulation for High-Resolution Image Generation with Stable Diffusion

H Yang, A Bulat, I Hadji, HX Pham, X Zhu… - arxiv preprint arxiv …, 2024 - arxiv.org
Diffusion models are proficient at generating high-quality images. They are however
effective only when operating at the resolution used during training. Inference at a scaled …

Edge-SD-SR: Low Latency and Parameter Efficient On-device Super-Resolution with Stable Diffusion via Bidirectional Conditioning

M Noroozi, I Hadji, V Escorcia, A Zaganidis… - arxiv preprint arxiv …, 2024 - arxiv.org
There has been immense progress recently in the visual quality of Stable Diffusion-based
Super Resolution (SD-SR). However, deploying large diffusion models on computationally …

[PDF][PDF] SR+ Codec: a Benchmark of Super-Resolution for Video Compression Bitrate Reduction

E Bogatyrev, I Molodetskikh, D Vatolin - 2024 - researchgate.net
In recent years, there has been significant interest in Super-Resolution (SR), which focuses
on generating a high-resolution image from a low-resolution input. Deep learningbased …