mlsanityData to 14 Oct 2026

Flash-Splat: 3D Reflection Removal with Flash Cues and Gaussian Splats

arXiv 2410.02764 ↗First posted 3 Oct 2024cs.CV cs.LG eess.IVcited by 3

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Abstract (arXiv)

We introduce a simple yet effective approach for separating transmitted and reflected light. Our key insight is that the powerful novel view synthesis capabilities provided by modern inverse rendering methods (e.g.,~3D Gaussian splatting) allow one to perform flash/no-flash reflection separation using unpaired measurements -- this relaxation dramatically simplifies image acquisition over conventional paired flash/no-flash reflection separation methods. Through extensive real-world experiments, we demonstrate our method, Flash-Splat, accurately reconstructs both transmitted and reflected scenes in 3D. Our method outperforms existing 3D reflection separation methods, which do not leverage illumination control, by a large margin. Our project webpage is at https://flash-splat.github.io/.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 35 of its 60 references that are in the map. First posted on arXiv 3 Oct 2024.

Builds on

35 of 60 references.

References · 35

  1. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  2. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,032
  3. 2021Vision Transformers for Dense Predictioncited by 1,803
  4. 2021NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstructioncited by 1,712
  5. 2019Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfercited by 1,495
  6. 2022TensoRF: Tensorial Radiance Fieldscited by 1,280
  7. 2023K-Planes: Explicit Radiance Fields in Space, Time, and Appearancecited by 746
  8. 2021NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Imagescited by 336
  9. 2022NeuS2: Fast Learning of Neural Implicit Surfaces for Multi-view Reconstructioncited by 314
  10. 2023FSGS: Real-Time Few-shot View Synthesis using Gaussian Splattingcited by 279
  11. 2014Hypercolumns for Object Segmentation and Fine-grained Localizationcited by 128
  12. 2021NeRFReN: Neural Radiance Fields with Reflectionscited by 122
23 more
  1. 2018"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priorscited by 114
  2. 2018Single Image Reflection Separation with Perceptual Lossescited by 98
  3. 2020Polarized Reflection Removal with Perfect Alignment in the Wildcited by 69
  4. 2017A Generic Deep Architecture for Single Image Reflection Removal and Image Smoothingcited by 60
  5. 2019Single Image Reflection Removal through Cascaded Refinementcited by 58
  6. 2019Single Image Reflection Removal Exploiting Misaligned Training Data and Network Enhancementscited by 54
  7. 2020Location-aware Single Image Reflection Removalcited by 43
  8. 2020Learning to See Through Obstructionscited by 38
  9. 2023Single Image Reflection Separation via Component Synergycited by 38
  10. 2021Robust Reflection Removal with Reflection-free Flash-only Cuescited by 34
  11. 2021Trash or Treasure? An Interactive Dual-Stream Strategy for Single Image Reflection Separationcited by 32
  12. 2018CRRN: Multi-Scale Guided Concurrent Reflection Removal Networkcited by 24
  13. 2018The Visual Centrifuge: Model-Free Layered Video Representationscited by 23
  14. 2020Two-Stage Single Image Reflection Removal with Reflection-Aware Guidancecited by 22
  15. 2023Looking Through the Glass: Neural Surface Reconstruction Against High Specular Reflectionscited by 19
  16. 2019Fast Single Image Reflection Suppression via Convex Optimizationcited by 17
  17. 2023Neural Spline Fields for Burst Image Fusion and Layer Separationcited by 16
  18. 2020Deep Denoising of Flash and No-Flash Pairs for Photography in Low-Light Environmentscited by 12
  19. 2019Face Image Reflection Removalcited by 10
  20. 2022DSSIM: a structural similarity index for floating-point datacited by 10
  21. 2024Removing Reflections from RAW Photoscited by 10
  22. 2020A Dark Flash Normal Cameracited by 5
  23. 2019Single Image Reflection Removal with Physically-Based Training Imagescited by 3

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 1; 2025: 0; 2026: 2.

3 papers.

  1. 2024Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separationcited by 10
  2. 2026LaVR: Scene Latent Conditioned Generative Video Trajectory Re-Rendering using Large 4D Reconstruction Modelscited by 10
  3. 2026TransmissiveGS: Residual-Guided Disentangled Gaussian Splatting for Transmissive Scene Reconstruction and Renderingcited by 1