mlsanityData to 7 Oct 2026

S2RF: Semantically Stylized Radiance Fields

arXiv 2309.01252 ↗First posted 3 Sep 2023cs.CVcited by 3

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Abstract (arXiv)

We present our method for transferring style from any arbitrary image(s) to object(s) within a 3D scene. Our primary objective is to offer more control in 3D scene stylization, facilitating the creation of customizable and stylized scene images from arbitrary viewpoints. To achieve this, we propose a novel approach that incorporates nearest neighborhood-based loss, allowing for flexible 3D scene reconstruction while effectively capturing intricate style details and ensuring multi-view consistency.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 22 of its 27 references that are in the map. First posted on arXiv 3 Sep 2023.

Builds on

22 of 27 references.

References · 22

  1. 2023Segment Anythingcited by 8,158
  2. 2020End-to-End Object Detection with Transformerscited by 7,384
  3. 2021Plenoxels: Radiance Fields without Neural Networkscited by 1,607
  4. 2019Local Light Field Fusion: Practical View Synthesis with Prescriptive Sampling Guidelinescited by 672
  5. 2021FastNeRF: High-Fidelity Neural Rendering at 200FPScited by 510
  6. 2019SynSin: End-to-end View Synthesis from a Single Imagecited by 364
  7. 2021Text2Mesh: Text-Driven Neural Stylization for Meshescited by 332
  8. 2022MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architecturescited by 308
  9. 2023Segment Anything Model for Medical Image Analysis: an Experimental Studycited by 291
  10. 2022ARF: Artistic Radiance Fieldscited by 147
  11. 2022SPIn-NeRF: Multiview Segmentation and Perceptual Inpainting with Neural Radiance Fieldscited by 144
  12. 2022StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learningcited by 140
10 more
  1. 2022EfficientNeRF: Efficient Neural Radiance Fieldscited by 110
  2. 2021Stylizing 3D Scene via Implicit Representation and HyperNetworkcited by 103
  3. 2023SINE: Semantic-driven Image-based NeRF Editing with Prior-guided Editing Fieldcited by 93
  4. 2023SAM on Medical Images: A Comprehensive Study on Three Prompt Modescited by 81
  5. 2021Learning to Stylize Novel Viewscited by 76
  6. 20213DStyleNet: Creating 3D Shapes with Geometric and Texture Style Variationscited by 58
  7. 2021StyleMesh: Style Transfer for Indoor 3D Scene Reconstructionscited by 58
  8. 20213D Photo Stylization: Learning to Generate Stylized Novel Views from a Single Imagecited by 45
  9. 2022Ref-NPR: Reference-Based Non-Photorealistic Radiance Fields for Controllable Scene Stylizationcited by 35
  10. 20224K-NeRF: High Fidelity Neural Radiance Fields at Ultra High Resolutionscited by 23

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Citing papers per year: 2024: 3.

3 papers.