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DeepView: View Synthesis with Learned Gradient Descent

arXiv 1906.07316 ↗First posted 18 Jun 2019cs.CV cs.GR cs.LGcited by 253

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Abstract (arXiv)

We present a novel approach to view synthesis using multiplane images (MPIs). Building on recent advances in learned gradient descent, our algorithm generates an MPI from a set of sparse camera viewpoints. The resulting method incorporates occlusion reasoning, improving performance on challenging scene features such as object boundaries, lighting reflections, thin structures, and scenes with high depth complexity. We show that our method achieves high-quality, state-of-the-art results on two datasets: the Kalantari light field dataset, and a new camera array dataset, Spaces, which we make publicly available.

Key facts. Cited by 253 papers in the map (data through 14 Oct 2026). First posted on arXiv 18 Jun 2019.

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Citing papers per year: 2021: 70; 2022: 61; 2023: 68; 2024: 29; 2025: 14; 2026: 11.

253 papers.

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  1. 2021Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fieldscited by 1,964
  2. 20234D Gaussian Splatting for Real-Time Dynamic Scene Renderingcited by 1,157
  3. 2021Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstructioncited by 964
  4. 2021IBRNet: Learning Multi-View Image-Based Renderingcited by 703
  5. 2021KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPscited by 673
  6. 2021BARF: Bundle-Adjusting Neural Radiance Fieldscited by 642
  7. 2021Ref-NeRF: Structured View-Dependent Appearance for Neural Radiance Fieldscited by 575
  8. 2021Baking Neural Radiance Fields for Real-Time View Synthesiscited by 468
  9. 2021Dynamic View Synthesis from Dynamic Monocular Videocited by 420
  10. 2021Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughscited by 398
  11. 2021Advances in Neural Renderingcited by 365
  12. 2023Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesiscited by 344
38 more
  1. 2022MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architecturescited by 311
  2. 2021Dense Depth Priors for Neural Radiance Fields from Sparse Input Viewscited by 302
  3. 2023Generative Novel View Synthesis with 3D-Aware Diffusion Modelscited by 274
  4. 2021DONeRF: Towards Real-Time Rendering of Compact Neural Radiance Fields using Depth Oracle Networkscited by 232
  5. 2022DynIBaR: Neural Dynamic Image-Based Renderingcited by 224
  6. 2023MVImgNet: A Large-scale Dataset of Multi-view Imagescited by 220
  7. 2023MERF: Memory-Efficient Radiance Fields for Real-time View Synthesis in Unbounded Scenescited by 218
  8. 2021NeX: Real-time View Synthesis with Neural Basis Expansioncited by 216
  9. 2021Neural Articulated Radiance Fieldcited by 196
  10. 2021GeoNeRF: Generalizing NeRF with Geometry Priorscited by 196
  11. 2023Robust Dynamic Radiance Fieldscited by 194
  12. 2021Neural Rays for Occlusion-aware Image-based Renderingcited by 192
  13. 2021NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereocited by 192
  14. 2021Stereo Radiance Fields (SRF): Learning View Synthesis for Sparse Views of Novel Scenescited by 190
  15. 2021Point-Based Neural Rendering with Per-View Optimizationcited by 190
  16. 20244D-Rotor Gaussian Splatting: Towards Efficient Novel View Synthesis for Dynamic Scenescited by 189
  17. 2021InfoNeRF: Ray Entropy Minimization for Few-Shot Neural Volume Renderingcited by 182
  18. 2023HyperReel: High-Fidelity 6-DoF Video with Ray-Conditioned Samplingcited by 174
  19. 2021Neural Human Performer: Learning Generalizable Radiance Fields for Human Performance Renderingcited by 158
  20. 2021NeRF--: Neural Radiance Fields Without Known Camera Parameterscited by 155
  21. 2021Editable Free-viewpoint Video Using a Layered Neural Representationcited by 148
  22. 2021BACON: Band-limited Coordinate Networks for Multiscale Scene Representationcited by 143
  23. 2022StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learningcited by 140
  24. 2021Hallucinated Neural Radiance Fields in the Wildcited by 130
  25. 2022Mixed Neural Voxels for Fast Multi-view Video Synthesiscited by 127
  26. 2021NeRFReN: Neural Radiance Fields with Reflectionscited by 122
  27. 2022Generalizable Patch-Based Neural Renderingcited by 122
  28. 2022Streaming Radiance Fields for 3D Video Synthesiscited by 119
  29. 2021Pathdreamer: A World Model for Indoor Navigationcited by 118
  30. 2023F2-NeRF: Fast Neural Radiance Field Training with Free Camera Trajectoriescited by 118
  31. 2023Consistent View Synthesis with Pose-Guided Diffusion Modelscited by 117
  32. 2021HDR-NeRF: High Dynamic Range Neural Radiance Fieldscited by 114
  33. 2022Is Attention All That NeRF Needs?cited by 113
  34. 2021Neural Lumigraph Renderingcited by 105
  35. 2022Vision Transformer for NeRF-Based View Synthesis from a Single Input Imagecited by 104
  36. 2021Geometry-Free View Synthesis: Transformers and no 3D Priorscited by 100
  37. 2021NeRF-SR: High-Quality Neural Radiance Fields using Supersamplingcited by 95
  38. 2022Beyond Cross-view Image Retrieval: Highly Accurate Vehicle Localization Using Satellite Imagecited by 88

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