The Path to Nerf

Three tools to create citation mapping

• 3 new tools to try for Literature mapping — Connected Papers, Inciteful and Litmaps - Medium
  • Connected Papers
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  • Inciteful
    • 
  • Litmaps🤙
    • 
  • CoCites
    • Has chrome extension
  • Citation Gecko
    • Too simple
    • 
  • VOSviewer
    • Need data file

NeRF Path Track

• [2D变3D，视角随意换，神还原高清立体感，还是不用3D建模的那种

  代码数据开源 - 量子位的文章 - 知乎](https://zhuanlan.zhihu.com/p/128554388)

• 白话神经辐射场（NeRF）：类神经网路在查看综合的热门新方向 - medium

Prior

• Volume Rendering
  • 立体渲染 - WikiPidea
  • 体渲染数学原理 - 杨超wantnon的文章 - 知乎
  • 【译】实时体渲染——第一章 体渲染 - Maple的文章 - 知乎
    • Real-Time Volume Graphics
    • 
  • Ray tracing volume densities
    • 
• LFR
  • Light field rendering
  • 
  • 漫谈计算摄影学 (一)：直观理解光场(Light Field) - YE Y的文章 - 知乎
    • Raytrix
      • 
• LDI
  • Layered Depth Images
  • 
  • 
• LLFF
  • Local Light Field Fusion: Practical View Synthesis with Prescriptive Sampling Guidelines
  • Github
  • 
• Stereo Magnification: Learning View Synthesis using Multiplane Images - Google
  • 多张多视角图片生成MPI
  • Github.io
  • 
  • 
  • Multiplane Images

Future

• MINE: Towards Continuous Depth MPI With NeRF for Novel View Synthesis - ByteDances
  • 
  • GithHub
  • 

  • [ICCV 2021

    字节跳动利用单张图片做三维重建：将NeRF、MPI结合，提出MINE - 不爱玩的小玩家的文章 - 知乎](https://zhuanlan.zhihu.com/p/419468401)

• MPI: Single-view view synthesis with multiplane images
  • Github.io
  • 单张多视角图片生成MPI
  • 
  • 
  • Colab
• GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields
  • 
  • Github
• fourfeat
  • Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains
  • 

Mesure

• PSNR
  • Peak signal-to-noise ratio, 尖峰信噪比
  • 
• SSIM
  • Structural similarity
  • Wikipidea
  • 结构相似性在影像品质的衡量上更能符合人眼对影像品质的判断
  • 
• LPIPS
  • Learned Perceptual Image Patch Similarity
  • git richzhang/PerceptualSimilarity