1 code implementation • Proceedings of the AAAI Conference on Artificial Intelligence 2024 • Yuning Cui, Wenqi Ren, Alois Knoll
Extensive experiments demonstrate that our network achieves state-of-the-art performance on 11 benchmark datasets for three representative image restoration tasks, including image dehazing, image desnowing, and image defocus deblurring.
Ranked #8 on Image Dehazing on SOTS Outdoor
1 code implementation • 21 Mar 2024 • Yuning Cui, Syed Waqas Zamir, Salman Khan, Alois Knoll, Mubarak Shah, Fahad Shahbaz Khan
Our approach is motivated by the observation that different degradation types impact the image content on different frequency subbands, thereby requiring different treatments for each restoration task.
1 code implementation • Neural Networks 2024 • Yuning Cui, Alois Knoll
In this paper, we develop a dual-domain strip attention mechanism for image restoration by enhancing representation learning, which consists of spatial and frequency strip attention units.
Ranked #5 on Image Dehazing on SOTS Outdoor
2 code implementations • 2 Jan 2024 • MingYu Liu, Ekim Yurtsever, Jonathan Fossaert, Xingcheng Zhou, Walter Zimmer, Yuning Cui, Bare Luka Zagar, Alois C. Knoll
Autonomous driving has rapidly developed and shown promising performance due to recent advances in hardware and deep learning techniques.
1 code implementation • Knowledge-Based Systems 2023 • Yuning Cui, Alois Knoll
Image restoration aims to reconstruct a clear image from a degraded observation.
Ranked #1 on Image Dehazing on SOTS Outdoor
1 code implementation • IEEE Transactions on Pattern Analysis and Machine Intelligence 2023 • Yuning Cui, Wenqi Ren, Xiaochun Cao, Alois Knoll
Image restoration aims to reconstruct the latent sharp image from its corrupted counterpart.
Ranked #2 on Image Dehazing on SOTS Outdoor
1 code implementation • IJCAI 2023 • Yuning Cui, Yi Tao, Luoxi Jing, Alois Knoll
As a long-standing task, image restoration aims to recover the latent sharp image from its degraded counterpart.
Ranked #6 on Image Dehazing on SOTS Outdoor
1 code implementation • ICML 2023 • Yuning Cui, Wenqi Ren, Sining Yang, Xiaochun Cao, Alois Knoll
We present IRNeXt, a simple yet effective convolutional network architecture for image restoration.
Ranked #4 on Image Dehazing on SOTS Outdoor
1 code implementation • Conference 2023 • Yuning Cui, Yi Tao, Zhenshan Bing, Wenqi Ren, Xinwei Gao, Xiaochun Cao, Kai Huang, Alois Knoll
Image restoration aims to reconstruct the latent sharp image from its corrupted counterpart.
Ranked #1 on Deblurring on RSBlur
1 code implementation • ICCV 2023 • Yuning Cui, Wenqi Ren, Xiaochun Cao, Alois Knoll
Image restoration aims to reconstruct a sharp image from its degraded counterpart, which plays an important role in many fields.
Ranked #7 on Image Dehazing on SOTS Outdoor