Deep learning-based face super-resolution: A survey

J Jiang, C Wang, X Liu, J Ma - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
Face super-resolution (FSR), also known as face hallucination, which is aimed at enhancing
the resolution of low-resolution (LR) face images to generate high-resolution face images, is …

Image super-resolution via iterative refinement

C Saharia, J Ho, W Chan, T Salimans… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
We present SR3, an approach to image Super-Resolution via Repeated Refinement. SR3
adapts denoising diffusion probabilistic models (Ho et al. 2020),(Sohl-Dickstein et al. 2015) …

Low-light image and video enhancement using deep learning: A survey

C Li, C Guo, L Han, J Jiang, MM Cheng… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Low-light image enhancement (LLIE) aims at improving the perception or interpretability of
an image captured in an environment with poor illumination. Recent advances in this area …

Spatial-frequency mutual learning for face super-resolution

C Wang, J Jiang, Z Zhong, X Liu - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Face super-resolution (FSR) aims to reconstruct high-resolution (HR) face images from the
low-resolution (LR) ones. With the advent of deep learning, the FSR technique has achieved …

Dr2: Diffusion-based robust degradation remover for blind face restoration

Z Wang, Z Zhang, X Zhang, H Zheng… - Proceedings of the …, 2023 - openaccess.thecvf.com
Blind face restoration usually synthesizes degraded low-quality data with a pre-defined
degradation model for training, while more complex cases could happen in the real world …

Towards real-world blind face restoration with generative facial prior

X Wang, Y Li, H Zhang, Y Shan - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Blind face restoration usually relies on facial priors, such as facial geometry prior or
reference prior, to restore realistic and faithful details. However, very low-quality inputs …

Gan prior embedded network for blind face restoration in the wild

T Yang, P Ren, X **e, L Zhang - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Blind face restoration (BFR) from severely degraded face images in the wild is a very
challenging problem. Due to the high illness of the problem and the complex unknown …