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 …

This paper reviews the NTIRE 2024 low light image enhancement challenge highlighting the
proposed solutions and results. The aim of this challenge is to discover an effective network …

Although there have been significant advances in the field of image restoration recently, the
system complexity of the state-of-the-art (SOTA) methods is increasing as well, which may …

We present an effective and efficient method that explores the properties of Transformers in
the frequency domain for high-quality image deblurring. Our method is motivated by the …

Efficient deep learning-based approaches have achieved remarkable performance in single
image super-resolution. However, recent studies on efficient super-resolution have mainly …

We propose an effective lightweight dynamic local and global self-attention network
(DLGSANet) to solve image super-resolution. Our method explores the properties of …

In this paper, we summarize the 2nd NTIRE challenge on stereo image super-resolution
(SR) with a focus on new solutions and results. The task of the challenge is to super-resolve …

Eliminating image blur produced by various kinds of motion has been a challenging
problem. Dominant approaches rely heavily on model capacity to remove blurring by …

This paper reviews the video colorization challenge on the New Trends in Image
Restoration and Enhancement (NTIRE) workshop, held in conjunction with CVPR 2023. The …

Image restorations for single degradations have been widely studied, demonstrating
excellent performance for each degradation, but can not reflect unpredictable realistic …