mlsanityData to 14 Oct 2026

Neural Inverse Rendering from Propagating Light

arXiv 2506.05347 ↗First posted 5 Jun 2025cs.CVcited by 1

Not on the map. Why?

Abstract (arXiv)

We present the first system for physically based, neural inverse rendering from multi-viewpoint videos of propagating light. Our approach relies on a time-resolved extension of neural radiance caching -- a technique that accelerates inverse rendering by storing infinite-bounce radiance arriving at any point from any direction. The resulting model accurately accounts for direct and indirect light transport effects and, when applied to captured measurements from a flash lidar system, enables state-of-the-art 3D reconstruction in the presence of strong indirect light. Further, we demonstrate view synthesis of propagating light, automatic decomposition of captured measurements into direct and indirect components, as well as novel capabilities such as multi-view time-resolved relighting of captured scenes.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 42 of its 95 references that are in the map. First posted on arXiv 5 Jun 2025.

Builds on

42 of 95 references.

References · 42

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
  2. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,723
  3. 2018Learning Implicit Fields for Generative Shape Modelingcited by 1,060
  4. 2021Depth-supervised NeRF: Fewer Views and Faster Training for Freecited by 735
  5. 2023Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fieldscited by 671
  6. 2021Ref-NeRF: Structured View-Dependent Appearance for Neural Radiance Fieldscited by 575
  7. 2020NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesiscited by 496
  8. 2021NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Imagescited by 336
  9. 2021Urban Radiance Fieldscited by 263
  10. 2021Neural-PIL: Neural Pre-Integrated Lighting for Reflectance Decompositioncited by 205
  11. 2022Modeling Indirect Illumination for Inverse Renderingcited by 168
  12. 2023TensoIR: Tensorial Inverse Renderingcited by 168
30 more
  1. 2023NeRO: Neural Geometry and BRDF Reconstruction of Reflective Objects from Multiview Imagescited by 163
  2. 20243D Gaussian Ray Tracing: Fast Tracing of Particle Scenescited by 139
  3. 2022NeILF: Neural Incident Light Field for Physically-based Material Estimationcited by 105
  4. 2020Lidar for Autonomous Driving: The principles, challenges, and trends for automotive lidar and perception systemscited by 100
  5. 2022SAMURAI: Shape And Material from Unconstrained Real-world Arbitrary Image collectionscited by 89
  6. 2021T"oRF: Time-of-Flight Radiance Fields for Dynamic Scene View Synthesiscited by 88
  7. 2023Neural LiDAR Fields for Novel View Synthesiscited by 67
  8. 2018Virtual Wave Optics for Non-Line-of-Sight Imagingcited by 54
  9. 2023NeRF-LiDAR: Generating Realistic LiDAR Point Clouds with Neural Radiance Fieldscited by 44
  10. 2020Non-line-of-sight Imagingcited by 41
  11. 2023NeFII: Inverse Rendering for Reflectance Decomposition with Near-Field Indirect Illuminationcited by 38
  12. 2023Neural Microfacet Fields for Inverse Renderingcited by 38
  13. 2022Volume Rendering Digest (for NeRF)cited by 32
  14. 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
  15. 2018Non-Line-of-Sight Reconstruction using Efficient Transient Renderingcited by 17
  16. 2024Towards 3D Vision with Low-Cost Single-Photon Camerascited by 15
  17. 2020Seeing Around Corners with Edge-Resolved Transient Imagingcited by 12
  18. 2024Flash Cache: Reducing Bias in Radiance Cache Based Inverse Renderingcited by 12
  19. 2023Inverse Global Illumination using a Neural Radiometric Priorcited by 9
  20. 2023PlatoNeRF: 3D Reconstruction in Plato's Cave via Single-View Two-Bounce Lidarcited by 9
  21. 2015Bayesian Time-of-Flight for Realtime Shape, Illumination and Albedocited by 8
  22. 2022Differentiable Transient Renderingcited by 8
  23. 2024NeRF as a Non-Distant Environment Emitter in Physics-based Inverse Renderingcited by 8
  24. 2024Flying with Photons: Rendering Novel Views of Propagating Lightcited by 7
  25. 2024Transientangelo: Few-Viewpoint Surface Reconstruction Using Single-Photon Lidarcited by 6
  26. 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bouncecited by 3
  27. 2024Gated Fields: Learning Scene Reconstruction from Gated Videoscited by 3
  28. 2022Non-Line-of-Sight Tracking and Mapping with an Active Corner Cameracited by 2
  29. 2024GaNI: Global and Near Field Illumination Aware Neural Inverse Renderingcited by 2
  30. 2024Neural Active Structure-from-Motion in Dark and Textureless Environmentcited by 1

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.