Flare Removal
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Benchmarks
Flare7K
Most implemented
For Overall Nighttime Visibility: Integrate Irregular Glow Removal With Glow-Aware Enhancement
Difflare: Removing Image Lens Flare with Latent Diffusion Model
MIPI 2024 Challenge on Demosaic for HybridEVS Camera: Methods and Results
Flare-Free Vision: Empowering Uformer with Depth Insights
Toward Flare-Free Images: A Survey
Papers
Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares
Lens flare removal is challenging due to the large spatial extent of flare artifacts and their entanglement with scene structures, while existing methods heavily rely on large-scale paired data. We propose a semi-supervi…
Contrastive LearningFlare RemovalBreaking Spatial Uniformity: Prior-Guided Mamba with Radial Serialization for Lens Flare Removal
Lens flares, caused by complex optical aberrations, severely degrade image quality especially in nighttime photography. Although recent restoration methods have made remarkable progress, most still rely on spatially unif…
Long-range modelingFlare RemovalSLCFormer: Spectral-Local Context Transformer with Physics-Grounded Flare Synthesis for Nighttime Flare Removal
Lens flare is a common nighttime artifact caused by strong light sources scattering within camera lenses, leading to hazy streaks, halos, and glare that degrade visual quality. However, existing methods usually fail to e…
Flare RemovalPhysics-Informed Video Flare Synthesis and Removal Leveraging Motion Independence between Flare and Scene
Lens flare is a degradation phenomenon caused by strong light sources. Existing researches on flare removal have mainly focused on images, while the spatiotemporal characteristics of video flare remain largely unexplored…
Flare RemovalCAST-LUT: Tokenizer-Guided HSV Look-Up Tables for Purple Flare Removal
Purple flare, a diffuse chromatic aberration artifact commonly found around highlight areas, severely degrades the tone transition and color of the image. Existing traditional methods are based on hand-crafted features, …
Flare RemovalLightsOut: Diffusion-based Outpainting for Enhanced Lens Flare Removal
Lens flare significantly degrades image quality, impacting critical computer vision tasks like object detection and autonomous driving. Recent Single Image Flare Removal (SIFR) methods perform poorly when off-frame light…
Autonomous DrivingObject DetectionFlare Removal