NTIRE 2023 challenge on efficient super-resolution: Methods and results

Y Li, Y Zhang, R Timofte, L Van Gool… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper reviews the NTIRE 2023 challenge on efficient single-image super-resolution
with a focus on the proposed solutions and results. The aim of this challenge is to devise a …

Guided depth map super-resolution: A survey

Z Zhong, X Liu, J Jiang, D Zhao, X Ji - ACM Computing Surveys, 2023 - dl.acm.org
Guided depth map super-resolution (GDSR), which aims to reconstruct a high-resolution
depth map from a low-resolution observation with the help of a paired high-resolution color …

Residual local feature network for efficient super-resolution

F Kong, M Li, S Liu, D Liu, J He… - Proceedings of the …, 2022 - openaccess.thecvf.com
Deep learning based approaches has achieved great performance in single image super-
resolution (SISR). However, recent advances in efficient super-resolution focus on reducing …

N-gram in swin transformers for efficient lightweight image super-resolution

H Choi, J Lee, J Yang - … of the IEEE/CVF conference on …, 2023 - openaccess.thecvf.com
While some studies have proven that Swin Transformer (Swin) with window self-attention
(WSA) is suitable for single image super-resolution (SR), the plain WSA ignores the broad …

Nafssr: Stereo image super-resolution using nafnet

X Chu, L Chen, W Yu - … of the IEEE/CVF conference on …, 2022 - openaccess.thecvf.com
Stereo image super-resolution aims at enhancing the quality of super-resolution results by
utilizing the complementary information provided by binocular systems. To obtain …

Refusion: Enabling large-size realistic image restoration with latent-space diffusion models

Z Luo, FK Gustafsson, Z Zhao… - Proceedings of the …, 2023 - openaccess.thecvf.com
This work aims to improve the applicability of diffusion models in realistic image restoration.
Specifically, we enhance the diffusion model in several aspects such as network …

Efficient deep models for real-time 4k image super-resolution. NTIRE 2023 benchmark and report

MV Conde, E Zamfir, R Timofte… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper introduces a novel benchmark for efficient upscaling as part of the NTIRE 2023
Real-Time Image Super-Resolution (RTSR) Challenge, which aimed to upscale images …

NTIRE 2022 challenge on high dynamic range imaging: Methods and results

E Pérez-Pellitero, S Catley-Chandar… - Proceedings of the …, 2022 - openaccess.thecvf.com
This paper reviews the challenge on constrained high dynamic range (HDR) imaging that
was part of the New Trends in Image Restoration and Enhancement (NTIRE) workshop, held …

Aim 2022 challenge on super-resolution of compressed image and video: Dataset, methods and results

R Yang, R Timofte, X Li, Q Zhang, L Zhang… - … on Computer Vision, 2022 - Springer
This paper reviews the Challenge on Super-Resolution of Compressed Image and Video at
AIM 2022. This challenge includes two tracks. Track 1 aims at the super-resolution of …

NTIRE 2022 challenge on super-resolution and quality enhancement of compressed video: Dataset, methods and results

R Yang, R Timofte, M Zheng, Q **ng… - Proceedings of the …, 2022 - openaccess.thecvf.com
This paper reviews the NTIRE 2022 Challenge on Super-Resolution and Quality
Enhancement of Compressed Video. In this challenge, we proposed the LDV 2.0 dataset …