Jan 19, 2024 · In this paper, we focus on the task of low-light image enhancement (LLIE) and propose a novel LLIE method called MixNet, which is designed explicitly for UHD ...

Jan 19, 2024 · MixNet aims to recover ideal UHD normal-light images from low-light images which often exhibit significantly reduced visibility, low contrast, ...

Jan 19, 2024 · This paper focuses on the task of low-light image enhancement (LLIE) and proposes a novel LLIE method called MixNet, which is designed ...

合著作者 ; MixNet: Towards Effective and Efficient UHD Low-Light Image Enhancement. C Wu, Z Zheng, X Jia, W Ren. arXiv preprint arXiv:2401.10666, 2024. 6, 2024.

Low-light image enhancement aims to improve the perception of images collected in dim environments and provide high-quality data support for image recognition ...

This way, our MixNet achieves effective LLIE with few model parameters and low computational complexity. We conducted extensive experiments on both synthetic ...

Oct 28, 2024 · Specifically, to efficiently model global content information on UHD images, we proposed a low-frequency state space block (LFSSBlock) by ...

Moreover, for recent UHD high- definition low-light images, due to GPU memory limita- tions, LLIE must be conducted in patches, leading to block artifacts.

To solve UHD low-light image enhancement, several recent state-of-the-art methods have been proposed, for example LLFormer [4], UHDFour [2], and MixNet [5]. We ...

This work proposes a new solution, UHDFour, that embeds Fourier transform into a cascaded network and contributes the first real UHD LLIE dataset, ...