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Consistency and realness have always been the two critical issues of image super-resolution.
Supervised Pixel-Wise GAN for Face Super-Resolution
Zhang, M.; and Ling, Q. 2021 · 1950
Earlier work this paper cites.
Image super-resolution via sparse representation
Yang, J.; Wright, J.; Huang, T. S.; and Ma, Y. 2010 · 2010
Earlier work this paper cites.
Generative Adversarial Nets
Goodfellow, I.; Pouget-Abadie, J.; Mirza, M.; Xu, B.; Warde-Farley, D.; Ozair, S.; Courville, A.; and Bengio, Y. 2014 · 2014
Earlier work this paper cites.
Image Super-Resolution Using Deep Convolutional Networks
Dong, C.; Loy, C. C.; He, K.; and Tang, X. 2015 · 2015
Earlier work this paper cites.
Lsun: Construction of a large-scale image dataset using deep learning with humans in the loop
Yu, F.; Seff, A.; Zhang, Y.; Song, S.; Funkhouser, T.; and Xiao, J. 2015 · 2015
Earlier work this paper cites.
Perceptual Losses for Real-Time Style Transfer and Super-Resolution
Johnson, J.; Alahi, A.; and Fei-Fei, L. 2016 · 2016
Earlier work this paper cites.
Accurate Image Super-Resolution Using Very Deep Convolutional Networks
Kim, J.; Lee, J. K.; and Lee, K. M. 2016 · 2016
Earlier work this paper cites.
Wavelet-SRNet: A Wavelet-Based CNN for Multi-Scale Face Super Resolution
Huang, H.; He, R.; Sun, Z.; and Tan, T. 2017 · 2017
Earlier work this paper cites.
Photo-realistic single image super-resolution using a generative adversarial network
Ledig, C.; Theis, L.; Huszár, F.; Caballero, J.; Cunningham, A.; Acosta, A.; Aitken, A.; Tejani, A.; Totz, J.; Wang, Z.; et al. 2017 · 2017
Earlier work this paper cites.
Hallucinating Very Low-Resolution Unaligned and Noisy Face Images by Transformative Discriminative Autoencoders
Yu, X.; and Porikli, F. 2017 · 2017
Earlier work this paper cites.
Learning Warped Guidance for Blind Face Restoration
Li, X.; Liu, M.; Ye, Y.; Zuo, W.; Lin, L.; and Yang, R. 2018 · 2018
Earlier work this paper cites.
Multi-Scale Face Restoration With Sequential Gating Ensemble Network
Lin, J.; Zhou, T.; and Chen, Z. 2018 · 2018
Earlier work this paper cites.
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
Wang, X.; Yu, K.; Wu, S.; Gu, J.; Liu, Y.; Dong, C.; Qiao, Y.; and Loy, C. C. 2018 · 2018
Earlier work this paper cites.
Image Restoration with Deep Generative Models
Yeh, R. A.; Lim, T. Y.; Chen, C.; Schwing, A. G.; Hasegawa-Johnson, M.; and Do, M. N. 2018 · 2018
Earlier work this paper cites.
Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?
Abdal, R.; Qin, Y.; and Wonka, P. 2019 · 2019
Cited alongside, same era.
A Style-Based Generator Architecture for Generative Adversarial Networks
Karras, T.; Laine, S.; and Aila, T. 2019 · 2019
Cited alongside, same era.
Deep null space learning for inverse problems: convergence analysis and rates
Schwab, J.; Antholzer, S.; and Haltmeier, M. 2019 · 2019
Cited alongside, same era.
Image2StyleGAN++: How to Edit the Embedded Images?
Abdal, R.; Qin, Y.; and Wonka, P. 2020 · 2020
Cited alongside, same era.
Explorable super resolution
Bahat, Y.; and Michaeli, T. 2020 · 2020
Cited alongside, same era.
Deep decomposition learning for inverse imaging problems
Chen, D.; and Davies, M. E. 2020 · 2020
Cited alongside, same era.
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment
Yang, L.; Wang, S.; Ma, S.; Gao, W.; Liu, C.; Wang, P.; and Ren, P. 2020 · 2020
Later among the works it cites.
StyleFlow: Attribute-conditioned Exploration of StyleGAN-Generated Images using Conditional Continuous Normalizing Flows
Abdal, R.; Zhu, P.; Mitra, N. J.; and Wonka, P. 2021 · 2021
Later among the works it cites.
Only a Matter of Style: Age Transformation Using a Style-Based Regression Model
Alaluf, Y.; Patashnik, O.; and Cohen-Or, D. 2021 · 2021
Later among the works it cites.
GLEAN: Generative Latent Bank for Large-Factor Image Super-Resolution
Chan, K. C.; Wang, X.; Xu, X.; Gu, J.; and Loy, C. C. 2021 · 2021
Later among the works it cites.
Alias-free generative adversarial networks
Karras, T.; Aittala, M.; Laine, S.; Härkönen, E.; Hellsten, J.; Lehtinen, J.; and Aila, T. 2021 · 2021
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Image processing using multi-code gan prior
Gu, J.; Shen, Y.; and Zhou, B. 2020 · 2020
Cited alongside, same era.
Analyzing and Improving the Image Quality of StyleGAN
Karras, T.; Laine, S.; Aittala, M.; Hellsten, J.; Lehtinen, J.; and Aila, T. 2020 · 2020
Cited alongside, same era.
Learning to Deblur Face Images via Sketch Synthesis
Lin, S.; Zhang, J.; Pan, J.; Liu, Y.; Wang, Y.; Chen, J.; and Ren, J. 2020 · 2020
Cited alongside, same era.
Maximum a Posteriori on a Submanifold: a General Image Restoration Method with GAN
Luo, F.; and Wu, X. 2020 · 2020
Cited alongside, same era.
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models
Menon, S.; Damian, A.; Hu, S.; Ravi, N.; and Rudin, C. 2020 · 2020
Cited alongside, same era.
Face identity disentanglement via latent space mapping
Nitzan, Y.; Bermano, A.; Li, Y.; and Cohen-Or, D. 2020 · 2020
Cited alongside, same era.
Liang, J.; Cao, J.; Sun, G.; Zhang, K.; Van Gool, L.; and Timofte, R. 2021 · 2021
Later among the works it cites.
Encoding in Style: A StyleGAN Encoder for Image-to-Image Translation
Richardson, E.; Alaluf, Y.; Patashnik, O.; Nitzan, Y.; Azar, Y.; Shapiro, S.; and Cohen-Or, D. 2021 · 2021
Later among the works it cites.
Towards Real-World Blind Face Restoration with Generative Facial Prior
Wang, X.; Li, Y.; Zhang, H.; and Shan, Y. 2021 · 2021
Later among the works it cites.
GAN Prior Embedded Network for Blind Face Restoration in the Wild
Yang, T.; Ren, P.; Xie, X.; and Zhang, L. 2021 · 2021
Later among the works it cites.
GLEAN: Generative Latent Bank for Image Super-Resolution and Beyond
Chan, K. C.; Xu, X.; Wang, X.; Gu, J.; and Loy, C. C. 2022 · 2022
Closest in time.
Panini-Net: GAN Prior Based Degradation-Aware Feature Interpolation for Face Restoration
Wang, Y.; Hu, Y.; and Zhang, J. 2022 · 2022
Closest in time.
Gan inversion: A survey
Xia, W.; Zhang, Y.; Yang, Y.; Xue, J.-H.; Zhou, B.; and Yang, M.-H. 2022 · 2022
Closest in time.
SEAN: Image Synthesis With Semantic Region-Adaptive Normalization
Zhu, P.; Abdal, R.; Qin, Y.; and Wonka, P. 2020 · 2022
Closest in time.
Styleclip: Text-driven manipulation of stylegan imagery
Patashnik, O.; Wu, Z.; Shechtman, E.; Cohen-Or, D.; and Lischinski, D. 2021 · 2094
Closest in time.