mlsanityData to 14 Oct 2026

Fast Single Image Reflection Suppression via Convex Optimization

arXiv 1903.03889 ↗First posted 10 Mar 2019cs.CVcited by 17

Not on the map. Why?

Abstract (arXiv)

Removing undesired reflections from images taken through the glass is of great importance in computer vision. It serves as a means to enhance the image quality for aesthetic purposes as well as to preprocess images in machine learning and pattern recognition applications. We propose a convex model to suppress the reflection from a single input image. Our model implies a partial differential equation with gradient thresholding, which is solved efficiently using Discrete Cosine Transform. Extensive experiments on synthetic and real-world images demonstrate that our approach achieves desirable reflection suppression results and dramatically reduces the execution time.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 10 Mar 2019.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 3; 2022: 1; 2023: 2; 2024: 7; 2025: 2; 2026: 2.

17 papers.

Sort:

By area:

  1. 2021Robust Reflection Removal with Reflection-free Flash-only Cuescited by 34
  2. 2023Revisiting Single Image Reflection Removal In the Wildcited by 33
  3. 2024Language-guided Image Reflection Separationcited by 16
  4. 2024DC-Gaussian: Improving 3D Gaussian Splatting for Reflective Dash Cam Videoscited by 16
  5. 2022Robust Reflection Removal with Flash-only Cues in the Wildcited by 14
  6. 2024PromptRR: Diffusion Models as Prompt Generators for Single Image Reflection Removalcited by 14
  7. 2021A Categorized Reflection Removal Dataset with Diverse Real-world Scenescited by 12
  8. 2021U2-Former: A Nested U-shaped Transformer for Image Restorationcited by 10
  9. 2024Removing Reflections from RAW Photoscited by 10
  10. 2025A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection Removalcited by 7
  11. 2026Depth-Synergized Mamba Meets Memory Experts for All-Day Image Reflection Separationcited by 5
  12. 2024FIRM: Flexible Interactive Reflection reMovalcited by 4
5 more
  1. 2023Benchmarking Ultra-High-Definition Image Reflection Removalcited by 3
  2. 2024Flash-Splat: 3D Reflection Removal with Flash Cues and Gaussian Splatscited by 3
  3. 2024How to deal with glare for improved perception of Autonomous Vehiclescited by 0
  4. 2025Exploring Spectral Characteristics for Single Image Reflection Removalcited by 0
  5. 2026Reflection Separation from a Single Image via Joint Latent Diffusioncited by 0