Papers Flare Removal
“Flare Removal” 태그가 달린 논문 33편 · 필터 해제
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 RemovalFlareX: A Physics-Informed Dataset for Lens Flare Removal via 2D Synthesis and 3D Rendering
Lens flare occurs when shooting towards strong light sources, significantly degrading the visual quality of images. Due to the difficulty in capturing flare-corrupted and flare-free image pairs in the real world, existin…
Flare RemovalDeflareMamba: Hierarchical Vision Mamba for Contextually Consistent Lens Flare Removal
Lens flare removal remains an information confusion challenge in the underlying image background and the optical flares, due to the complex optical interactions between light sources and camera lens. While recent solutio…
Object RecognitionFlare RemovalDFDNet: Dynamic Frequency-Guided De-Flare Network
Strong light sources in nighttime photography frequently produce flares in images, significantly degrading visual quality and impacting the performance of downstream tasks. While some progress has been made, existing met…
Contrastive LearningImage RestorationFlare RemovalDiffDecompose: Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers
Diffusion models have recently motivated great success in many generation tasks like object removal. Nevertheless, existing image decomposition methods struggle to disentangle semi-transparent or transparent layer occlus…
Flare RemovalPaniCar: Securing the Perception of Advanced Driving Assistance Systems Against Emergency Vehicle Lighting
The safety of autonomous cars has come under scrutiny in recent years, especially after 16 documented incidents involving Teslas (with autopilot engaged) crashing into parked emergency vehicles (police cars, ambulances, …
Autonomous VehiclesFlare RemovalObjectDisentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removal
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 for one specific type only, and o…
Flare RemovalGN-FR:Generalizable Neural Radiance Fields for Flare Removal
Flare, an optical phenomenon resulting from unwanted scattering and reflections within a lens system, presents a significant challenge in imaging. The diverse patterns of flares, such as halos, streaks, color bleeding, a…
Flare RemovalNeRFFor Overall Nighttime Visibility: Integrate Irregular Glow Removal With Glow-Aware Enhancement
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 multiple shapes in the real world. The p…
Flare RemovalImage EnhancementLow-Light Image EnhancementZero-Shot LearningDifflare: Removing Image Lens Flare with Latent Diffusion Model
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 entail training a lens flare removing model from…
Flare RemovalMFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removal
When light is scattered or reflected accidentally in the lens, flare artifacts may appear in the captured photos, affecting the photos' visual quality. The main challenge in flare removal is to eliminate various flare ar…
Flare RemovalImage RestorationMIPI 2024 Challenge on Demosaic for HybridEVS Camera: Methods and Results
The increasing demand for computational photography and imaging on mobile platforms has led to the widespread development and integration of advanced image sensors with novel algorithms in camera systems. However, the sc…
Flare RemovalMIPI 2024 Challenge on Nighttime Flare Removal: Methods and Results
The increasing demand for computational photography and imaging on mobile platforms has led to the widespread development and integration of advanced image sensors with novel algorithms in camera systems. However, the sc…
Flare RemovalFlare-Free Vision: Empowering Uformer with Depth Insights
Image flare is a common problem that occurs when a camera lens is pointed at a strong light source. It can manifest as ghosting, blooming, or other artifacts that can degrade the image quality. We propose a novel deep le…
Depth EstimationFlare RemovalImage RestorationToward Flare-Free Images: A Survey
Lens flare is a common image artifact that can significantly degrade image quality and affect the performance of computer vision systems due to a strong light source pointing at the camera. This survey provides a compreh…
Flare RemovalSSIMSurvey