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 …

Low-light photography presents significant challenges. Multi-image processing methods
have made numerous attempts to obtain high-quality photos yet remain unsatisfactory …

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 …

This study examines the results of the NTIRE 2024 Challenge on Dense and Non-
Homogeneous Dehazing. Innovative methods were introduced and tested using a new …

Abstract Recent Blind Image Super-Resolution (BSR) methods have shown proficiency in
general images. However, we find that the efficacy of recent methods obviously diminishes …

Image restoration has experienced significant advancements due to the development of
deep learning. Nevertheless, it encounters challenges related to ill-posed problems …

Recent developments in All-in-One (AiO) RGB image restoration and prompt learning have
enabled the representation of distinct degradations through prompts, allowing degraded …

Hyperspectral image (HSI) fusion addresses the challenge of reconstructing High-
Resolution HSIs (HR-HSIs) from High-Resolution Multispectral images (HR-MSIs) and Low …

We present MambaCSR, a simple but effective framework based on Mamba for the
challenging compressed image super-resolution (CSR) task. Particularly, the scanning …

Blind image super-resolution (SR) aims to recover a high-resolution (HR) image from its low-
resolution (LR) counterpart under the assumption of unknown degradations. Many existing …