A review of deep-learning-based super-resolution: From methods to applications

H Su, Y Li, Y Xu, X Fu, S Liu - Pattern Recognition, 2024 - Elsevier
Abstract Super-resolution (SR), aiming to super-resolve degraded low-resolution image to
recover the corresponding high-resolution counterpart, is an important and challenging task …

High-fidelity gan inversion for image attribute editing

T Wang, Y Zhang, Y Fan, J Wang… - Proceedings of the …, 2022 - openaccess.thecvf.com
We present a novel high-fidelity generative adversarial network (GAN) inversion framework
that enables attribute editing with image-specific details well-preserved (eg, background …

Generating aligned pseudo-supervision from non-aligned data for image restoration in under-display camera

R Feng, C Li, H Chen, S Li, J Gu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Due to the difficulty in collecting large-scale and perfectly aligned paired training data for
Under-Display Camera (UDC) image restoration, previous methods resort to monitor-based …

Toward real-world light field super-resolution

Z **ao, R Gao, Y Liu, Y Zhang… - Proceedings of the …, 2023 - openaccess.thecvf.com
Deep learning has opened up new possibilities for light field super-resolution (SR), but
existing methods trained on synthetic datasets with simple degradations (eg, bicubic …

LMR: a large-scale multi-reference dataset for reference-based super-resolution

L Zhang, X Li, D He, F Li, E Ding… - Proceedings of the …, 2023 - openaccess.thecvf.com
It is widely agreed that reference-based super-resolution (RefSR) achieves superior results
by referring to similar high quality images, compared to single image super-resolution …

Task decoupled framework for reference-based super-resolution

Y Huang, X Zhang, Y Fu, S Chen… - Proceedings of the …, 2022 - openaccess.thecvf.com
Reference-based super-resolution (RefSR) has achieved impressive progress on the
recovery of high-frequency details thanks to an additional reference high-resolution (HR) …

Zero-shot dual-lens super-resolution

R Xu, M Yao, Z **ong - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
The asymmetric dual-lens configuration is commonly available on mobile devices
nowadays, which naturally stores a pair of wide-angle and telephoto images of the same …

Desra: detect and delete the artifacts of gan-based real-world super-resolution models

L **e, X Wang, X Chen, G Li, Y Shan, J Zhou… - arxiv preprint arxiv …, 2023 - arxiv.org
Image super-resolution (SR) with generative adversarial networks (GAN) has achieved great
success in restoring realistic details. However, it is notorious that GAN-based SR models will …

Seven decades of image super-resolution: achievements, challenges, and opportunities

B Maiseli, AT Abdalla - EURASIP Journal on Advances in Signal …, 2024 - Springer
Super-resolution imaging has, for more than seventy years, gradually evolved to produce
advanced methods for enhancing the resolution of images beyond the diffraction limits …

Reference-based video super-resolution using multi-camera video triplets

J Lee, M Lee, S Cho, S Lee - Proceedings of the IEEE/CVF …, 2022 - openaccess.thecvf.com
We propose the first reference-based video super-resolution (RefVSR) approach that utilizes
reference videos for high-fidelity results. We focus on RefVSR in a triple-camera setting …