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) …

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 …

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 …

Vqfr: Blind face restoration with vector-quantized dictionary and parallel decoder

Y Gu, X Wang, L **e, C Dong, G Li, Y Shan… - … on Computer Vision, 2022 - Springer
Although generative facial prior and geometric prior have recently demonstrated high-quality
results for blind face restoration, producing fine-grained facial details faithful to inputs …

Gcfsr: a generative and controllable face super resolution method without facial and gan priors

J He, W Shi, K Chen, L Fu… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Face image super resolution (face hallucination) usually relies on facial priors to restore
realistic details and preserve identity information. Recent advances can achieve impressive …

Megaportraits: One-shot megapixel neural head avatars

N Drobyshev, J Chelishev, T Khakhulin… - Proceedings of the 30th …, 2022 - dl.acm.org
In this work, we advance the neural head avatar technology to the megapixel resolution
while focusing on the particularly challenging task of cross-driving synthesis, ie, when the …