Automatic Flare Spot Artifact Detection and Removal in Photographs
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Abstract (arXiv)
Flare spot is one type of flare artifact caused by a number of conditions, frequently provoked by one or more high-luminance sources within or close to the camera field of view. When light rays coming from a high-luminance source reach the front element of a camera, it can produce intra-reflections within camera elements that emerge at the film plane forming non-image information or flare on the captured image. Even though preventive mechanisms are used, artifacts can appear. In this paper, we propose a robust computational method to automatically detect and remove flare spot artifacts. Our contribution is threefold: firstly, we propose a characterization which is based on intrinsic properties that a flare spot is likely to satisfy; secondly, we define a new confidence measure able to select flare spots among the candidates; and, finally, a method to accurately determine the flare region is given. Then, the detected artifacts are removed by using exemplar-based inpainting. We show that our algorithm achieve top-tier quantitative and qualitative performance.
Key facts. Cited by 19 papers in the map (data through 13 Oct 2026). Builds on 0 of its 50 references that are in the map. First posted on arXiv 7 Mar 2021.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 6; 2024: 1; 2025: 7; 2026: 2.
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- 2022Flare7K: A Phenomenological Nighttime Flare Removal Datasetcited by 49
- 2023Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyondcited by 31
- 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Priorcited by 25
- 2023Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recoverycited by 21
- 2024MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removalcited by 16
- 2021Let's See Clearly: Contaminant Artifact Removal for Moving Camerascited by 9
- 2025LightsOut: Diffusion-based Outpainting for Enhanced Lens Flare Removalcited by 9
- 2025Disentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removalcited by 4
- 2023Removing Image Artifacts From Scratched Lens Protectorscited by 2
- 2023Toward Real Flare Removal: A Comprehensive Pipeline and A New Benchmarkcited by 2
- 2025DFDNet: Dynamic Frequency-Guided De-Flare Networkcited by 2
- 2025DeflareMamba: Hierarchical Vision Mamba for Contextually Consistent Lens Flare Removalcited by 2
7 more
- 2025Learning to Remove Lens Flare in Event Cameracited by 2
- 2025SLCFormer: Spectral-Local Context Transformer with Physics-Grounded Flare Synthesis for Nighttime Flare Removalcited by 2
- 2022An Analysis of Generative Methods for Multiple Image Inpaintingcited by 1
- 2023Toward Flare-Free Images: A Surveycited by 1
- 2025Physics-Informed Video Flare Synthesis and Removal Leveraging Motion Independence between Flare and Scenecited by 0
- 2026Deep Light Pollution Removal in Night Cityscape Photographscited by 0
- 2026Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flarescited by 0
- 2026Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares18 May 2026
- 2026Deep Light Pollution Removal in Night Cityscape Photographs10 Apr 2026
- 2025SLCFormer: Spectral-Local Context Transformer with Physics-Grounded Flare Synthesis for Nighttime Flare Removal17 Dec 2025
- 2025Physics-Informed Video Flare Synthesis and Removal Leveraging Motion Independence between Flare and Scene12 Dec 2025
- 2025Learning to Remove Lens Flare in Event Camera9 Dec 2025
- 2025LightsOut: Diffusion-based Outpainting for Enhanced Lens Flare Removal17 Oct 2025
- 2025DeflareMamba: Hierarchical Vision Mamba for Contextually Consistent Lens Flare Removal4 Aug 2025
- 2025DFDNet: Dynamic Frequency-Guided De-Flare Network23 Jul 2025
- 2025Disentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removal15 Feb 2025
- 2024MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removal26 Jun 2024
- 2023Toward Flare-Free Images: A Survey22 Oct 2023
- 2023Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recovery31 Aug 2023
7 more
- 2023Toward Real Flare Removal: A Comprehensive Pipeline and A New Benchmark28 Jun 2023
- 2023Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyond7 Jun 2023
- 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior27 Mar 2023
- 2023Removing Image Artifacts From Scratched Lens Protectors11 Feb 2023
- 2022Flare7K: A Phenomenological Nighttime Flare Removal Dataset12 Oct 2022
- 2022An Analysis of Generative Methods for Multiple Image Inpainting4 May 2022
- 2021Let's See Clearly: Contaminant Artifact Removal for Moving Cameras18 Apr 2021
- 2022Flare7K: A Phenomenological Nighttime Flare Removal Datasetcited by 49
- 2023Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyondcited by 31
- 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Priorcited by 25
- 2023Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recoverycited by 21
- 2024MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removalcited by 16
- 2021Let's See Clearly: Contaminant Artifact Removal for Moving Camerascited by 9
- 2025LightsOut: Diffusion-based Outpainting for Enhanced Lens Flare Removalcited by 9
- 2025Disentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removalcited by 4
- 2023Removing Image Artifacts From Scratched Lens Protectorscited by 2
- 2023Toward Real Flare Removal: A Comprehensive Pipeline and A New Benchmarkcited by 2
- 2025DFDNet: Dynamic Frequency-Guided De-Flare Networkcited by 2
- 2025Learning to Remove Lens Flare in Event Cameracited by 2
12 most cited of 18 All 18 (JSON)
- 2026Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares18 May 2026
- 2026Deep Light Pollution Removal in Night Cityscape Photographs10 Apr 2026
- 2025SLCFormer: Spectral-Local Context Transformer with Physics-Grounded Flare Synthesis for Nighttime Flare Removal17 Dec 2025
- 2025Physics-Informed Video Flare Synthesis and Removal Leveraging Motion Independence between Flare and Scene12 Dec 2025
- 2025Learning to Remove Lens Flare in Event Camera9 Dec 2025
- 2025LightsOut: Diffusion-based Outpainting for Enhanced Lens Flare Removal17 Oct 2025
- 2025DFDNet: Dynamic Frequency-Guided De-Flare Network23 Jul 2025
- 2025Disentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removal15 Feb 2025
- 2024MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removal26 Jun 2024
- 2023Toward Flare-Free Images: A Survey22 Oct 2023
- 2023Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recovery31 Aug 2023
- 2023Toward Real Flare Removal: A Comprehensive Pipeline and A New Benchmark28 Jun 2023
12 newest of 18 All 18 (JSON)