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ML4_3D

哦哦哦,just in case, 如果有任何修改,大家记得create branch!!! WeChatfbeb5ea79de69e08fd26b4cf3c4a3282

This is a pipeline that we currently want to achieve, and we welcome to make it better.😄

Engineing Prospective:

  • Expected Input: 2D 照片
  • Expected Output: 3D 场景及物理推理
  1. projection投射:
  • 第一步:3D点云
  • OR 第一步:质点 质心等物理信息(以后搞成点云);
  • 第二步:输入"物理"系统
    • Requires:
    • a. 3D 数据集 + 3D重建
    • b. 物理系统(静)
  1. generation推演:
  • 第三步:合适的输出方式可视化
  • advanced:基于PINN推演/反推演(熵减) - Requires:
    • a. 物理系统内物体追踪
      • b. 物理系统(动)
    • c. 呈现方式:可视/仿真(色彩)

最终:

  1. 物理实验
  2. 3D film

Candidate Baseline: Projection:arXiv:2204.10776v2 [cs.CV] 27 Jan 2023 Generation:https://www.bilibili.com/video/BV1Yr421775V/?spm_id_from=333.1007.top_right_bar_window_history.content.click&vd_source=c2f7388c7b279132a2d3049f97303966

Generation:欢迎补充!

See wiki for details, have fun🥳.

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ML for 3D reconstruction and Physics simulation

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