The ninth NTIRE 2024 efficient super-resolution challenge report

B Ren, Y Li, N Mehta, R Timofte, H Yu… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper provides a comprehensive review of the NTIRE 2024 challenge focusing on
efficient single-image super-resolution (ESR) solutions and their outcomes. The task of this …

NTIRE 2023 challenge on image super-resolution (x4): Methods and results

Y Zhang, K Zhang, Z Chen, Y Li… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper reviews the NTIRE 2023 challenge on image super-resolution (x4), focusing on
the proposed solutions and results. The task of image super-resolution (SR) is to generate a …

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 …

Blueprint separable residual network for efficient image super-resolution

Z Li, Y Liu, X Chen, H Cai, J Gu… - Proceedings of the …, 2022 - openaccess.thecvf.com
Recent advances in single image super-resolution (SISR) have achieved extraordinary
performance, but the computational cost is too heavy to apply in edge devices. To alleviate …

A hybrid network of cnn and transformer for lightweight image super-resolution

J Fang, H Lin, X Chen, K Zeng - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Recently, a number of CNN based methods have made great progress in single image
super-resolution. However, these existing architectures commonly build massive number of …

NTIRE 2024 image shadow removal challenge report

FA Vasluianu, T Seizinger, Z Zhou… - Proceedings of the …, 2024 - openaccess.thecvf.com
This work reviews the results of the NTIRE 2024 Challenge on Shadow Removal. Building
on the last year edition the current challenge was organized in two tracks with a track …

Ntire 2022 spectral recovery challenge and data set

B Arad, R Timofte, R Yahel, N Morag… - Proceedings of the …, 2022 - openaccess.thecvf.com
This paper reviews the third biennial challenge on spectral reconstruction from RGB images,
ie, the recovery of whole-scene hyperspectral (HS) information from a 3-channel RGB …

Efficient image super-resolution using vast-receptive-field attention

L Zhou, H Cai, J Gu, Z Li, Y Liu, X Chen, Y Qiao… - European conference on …, 2022 - Springer
The attention mechanism plays a pivotal role in designing advanced super-resolution (SR)
networks. In this work, we design an efficient SR network by improving the attention …

NTIRE 2023 challenge on light field image super-resolution: Dataset, methods and results

Y Wang, L Wang, Z Liang, J Yang… - Proceedings of the …, 2023 - openaccess.thecvf.com
In this report, we summarize the first NTIRE challenge on light field (LF) image super-
resolution (SR), which aims at super-resolving LF images under the standard bicubic …

Spatially-adaptive feature modulation for efficient image super-resolution

L Sun, J Dong, J Tang, J Pan - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Although deep learning-based solutions have achieved impressive reconstruction
performance in image super-resolution (SR), these models are generally large, with …