mlsanityData to 13 Oct 2026

Automatic Flare Spot Artifact Detection and Removal in Photographs

arXiv 2103.04384 ↗First posted 7 Mar 2021eess.IV cs.CVcited by 19

Not on the map. Why?

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.

Builds on

0 of 50 references.

No references here yet.

Built on by

Cited by year (2026 to 13 Oct)

Citing papers per year: 2021: 1; 2022: 2; 2023: 6; 2024: 1; 2025: 7; 2026: 2.

19 papers.

Sort:

By area:

  1. 2022Flare7K: A Phenomenological Nighttime Flare Removal Datasetcited by 49
  2. 2023Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyondcited by 31
  3. 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Priorcited by 25
  4. 2023Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recoverycited by 21
  5. 2024MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removalcited by 16
  6. 2021Let's See Clearly: Contaminant Artifact Removal for Moving Camerascited by 9
  7. 2025LightsOut: Diffusion-based Outpainting for Enhanced Lens Flare Removalcited by 9
  8. 2025Disentangle Nighttime Lens Flares: Self-supervised Generation-based Lens Flare Removalcited by 4
  9. 2023Removing Image Artifacts From Scratched Lens Protectorscited by 2
  10. 2023Toward Real Flare Removal: A Comprehensive Pipeline and A New Benchmarkcited by 2
  11. 2025DFDNet: Dynamic Frequency-Guided De-Flare Networkcited by 2
  12. 2025DeflareMamba: Hierarchical Vision Mamba for Contextually Consistent Lens Flare Removalcited by 2
7 more
  1. 2025Learning to Remove Lens Flare in Event Cameracited by 2
  2. 2025SLCFormer: Spectral-Local Context Transformer with Physics-Grounded Flare Synthesis for Nighttime Flare Removalcited by 2
  3. 2022An Analysis of Generative Methods for Multiple Image Inpaintingcited by 1
  4. 2023Toward Flare-Free Images: A Surveycited by 1
  5. 2025Physics-Informed Video Flare Synthesis and Removal Leveraging Motion Independence between Flare and Scenecited by 0
  6. 2026Deep Light Pollution Removal in Night Cityscape Photographscited by 0
  7. 2026Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flarescited by 0