Mfdnet: Multi-frequency deflare network for efficient nighttime flare removal

Y Jiang, X Chen, CM Pun, S Wang, W Feng - The Visual Computer, 2024 - Springer
When light is scattered or reflected accidentally in the lens, flare artifacts may appear in the
captured photographs, affecting the photographs' visual quality. The main challenge in flare …

Multidimensional fusion of frequency and spatial domain information for enhanced camouflaged object detection

T Wang, Z Yu, J Fang, J **e, F Yang, H Zhang… - Information …, 2025 - Elsevier
Abstract Camouflaged Object Detection (COD) remains a challenging task in computer
vision due to the difficulty of distinguishing highly similar targets from complex backgrounds …

Towards image ambient lighting normalization

FA Vasluianu, T Seizinger, Z Wu, R Ranjan… - … on Computer Vision, 2024 - Springer
Lighting normalization is a crucial but underexplored restoration task with broad
applications. However, existing works often simplify this task within the context of shadow …

For Overall Nighttime Visibility: Integrate Irregular Glow Removal with Glow-aware Enhancement

W Wu, W Wang, Z Wang, K Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Current low-light image enhancement (LLIE) techniques truly enhance luminance but have
limited exploration on another harmful factor of nighttime visibility, the glow effects with …

Difflare: Removing Image Lens Flare with Latent Diffusion Model

T Zhou, Q Duan, Z Yu - arxiv preprint arxiv:2407.14746, 2024 - arxiv.org
The recovery of high-quality images from images corrupted by lens flare presents a
significant challenge in low-level vision. Contemporary deep learning methods frequently …

LPFSformer: Location Prior Guided Frequency and Spatial Interactive Learning for Nighttime Flare Removal

GY Chen, W Dong, G Fan, JN Su… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
When capturing images under strong light sources at night, intense lens flare artifacts often
appear, significantly degrading visual quality and impacting downstream computer vision …

Edge guided and Fourier attention-based Dual Interaction Network for scene text erasing

R Gong, A Zhu, K Liu - Image and Vision Computing, 2025 - Elsevier
Scene text erasing (STE) aims to remove the text regions and inpaint those regions with
reasonable content in the image. It involves a potential task, ie, scene text segmentation, in …

Cleanness-navigated-contamination network: A unified framework for recovering regional degradation

Q Yu, N Zheng, J Huang, F Zhao - Computer Vision and Image …, 2025 - Elsevier
Image restoration from regional degradation has long been an important and challenging
task. The key to contamination removal is recovering the contents of the corrupted regions …

Self-prior Guided Spatial and Fourier Transformer for Nighttime Flare Removal

T Ma, Z Kai, X Miao, J Liang, J Peng… - IEEE Transactions …, 2025 - ieeexplore.ieee.org
When capturing scenes with intense light sources, extensive flare artifacts often obscure the
background and degrade image quality. Most flare removal methods directly process the …

Disentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removal

Y He, W Wang, W Wang, K Jiang - arxiv preprint arxiv:2502.10714, 2025 - arxiv.org
Lens flares arise from light reflection and refraction within sensor arrays, whose diverse
types include glow, veiling glare, reflective flare and so on. Existing methods are specialized …