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Start 3D Reconstruction

实践

可微渲染

可微渲染通过计算渲染过程的导数，使得从单张图片学习三维结构逐渐成为现实。可微渲染目前被广泛地应用于三维重建，特别是人体重建、人脸重建和三维属性估计等应用中。

了解：

什么是可微分渲染（differentiable rendering）

技术：

SoftRas

参考

技术：

AR
- ARKit - Apple
  - 2021 Create 3D models with Object Capture ⭐
    - Apps: Wayfair, Etsy
    - Article: Apple’s RealityKit 2 allows developers to create 3D models for AR using iPhone photos
- ARCore - Google
单目深度估计
- Monocular Depth Estimation
  - 2021 BoostingMonocularDepth: Paper, Code
  - 2020 AdaBins: Paper, Code
稠密视觉 SLAM
- 2019 RTAB-Map: Site, Code, App ⭐
- 2016 DSO: Site, Code
三维重建
- 三维重建 - 知乎
- Awesome 3D reconstruction list ⭐
- SLAM-based 3D Reconstruction
  - 2020 NodeSLAM: Paper, Video
  - 2019 MID-Fusion: Paper, Video
  - 2018 Fusion++: Paper, Video
- 3D Object Reconstruction from 2D Image
  - 2020 Pix2Vox++: Paper, Code
  - 2019 SoftRas: Paper, Code
- PyTorch3D

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