m5k1umn 发表于 2024-8-17 17:21:36

怎么样用Python实现三维可视化?


    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">Python<span style="color: black;">持有</span><span style="color: black;">非常多</span>优秀的三维图像可视化工具,<span style="color: black;">重点</span>基于图形处理库</span><span style="color: black;">WebGL、OpenGL<span style="color: black;">或</span>VTK</span><span style="color: black;">。</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">这些工具<span style="color: black;">重点</span>用于</span><span style="color: black;">大规模空间标量数据、向量场数据、张量场数据等等的可视化</span>,<span style="color: black;">实质</span><span style="color: black;">运用场景<span style="color: black;">重点</span>在海洋大气建模、飞机模型设计、桥梁设计、电磁场分析等等。</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">本文简单介绍几个Python三维图像可视化工具</span></strong>,工具都有<span style="color: black;">海量</span>demo、完善的<span style="color: black;">运用</span>文档、功能非常强大,系统学习可戳文中链接。</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">pyvista </p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">专注于3D可视化和mesh分析,底层是VTKVTK: 三维图像处理和可视化利器</span></span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q6.itc.cn/q_70/images03/20240520/150fef017a674bb58d8fde344ec50448.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Orbiting1</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q1.itc.cn/q_70/images03/20240520/3d48f302a3044f69b3114b32d2b0cdf9.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Orbiting1</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q7.itc.cn/q_70/images03/20240520/6daf18d2ada44a908a938310ef06626f.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">支持GIF/MP4小电影</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q1.itc.cn/q_70/images03/20240520/f28cff099a774d6686e964159fde71aa.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">支持多种主题配色</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q0.itc.cn/q_70/images03/20240520/0f5a0589c3a948a8b84d3e42b05dcd10.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">支持多种主题配色</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q0.itc.cn/q_70/images03/20240520/9d249d09c3de449782c308e93c0c001e.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Compute Gradients of a Field</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q3.itc.cn/q_70/images03/20240520/5e2e8526243742a5a5a115ec159e4008.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Add Bac<span style="color: black;">公斤</span>round</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q8.itc.cn/q_70/images03/20240520/c828aacfa8a04786923b3022ae48e22e.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Plot with Opacity</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q8.itc.cn/q_70/images03/20240520/4f9fde030ab849f182708f790d654887.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">more......</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">项目<span style="color: black;">位置</span>:https://github.com/pyvista/pyvista</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Glumpy </p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">作者为</span><span style="color: black;">Nicolas P. Rougier</span>,Glumpy是<span style="color: black;">Python、Numpy和OpenGL</span>的完美结合,支持<span style="color: black;">GPU加速</span>,让可视化变得快速、美观、动态、可交互等。</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q8.itc.cn/q_70/images03/20240520/7e7c7b0e31584a29831a159b6a31adbc.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">银河系动态模拟</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q6.itc.cn/q_70/images03/20240520/4577e4d9849a4eeba000790cfdb4daa8.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">3D曲面图</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q4.itc.cn/q_70/images03/20240520/4e3758b22609464c90357edbb9238c5d.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">more......</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">项目<span style="color: black;">位置</span>:https://github.com/glumpy/glumpy</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">itkwidgets </p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">itkwidgets是</span><span style="color: black;">Jupyter的一个交互式小部件</span>,<span style="color: black;">重点</span>运用于<strong style="color: blue;"><span style="color: black;">可视化图像、点集和mesh</span></strong>。</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q7.itc.cn/q_70/images03/20240520/da94e761e60e49f3bbad1f477ede8050.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">小demo</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">项目<span style="color: black;">位置</span>:https://github.com/InsightSoftwareConsortium/itkwidgets</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">vedo </p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">几行代码实现</span><span style="color: black;">3D point clouds, meshes and volumes</span></span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q6.itc.cn/q_70/images03/20240520/d0a5b5968d474a2a9980753cc4bd57af.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">1D, 2D and 3D histogramming</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q6.itc.cn/q_70/images03/20240520/0b1b055d6a644a74be934f6cbaa5bd7f.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">more......</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">项目<span style="color: black;">位置</span>:https://github.com/marcomusy/vedo</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">ipyvolume </p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">可</span><span style="color: black;">在Jupyter Notebook中渲染3D图</span>,基于WebGL,功能较少。</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="https://q8.itc.cn/q_70/images03/20240520/8cfc5430329f43c0a1bd81f2ba92c84f.gif" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">小demo</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">项目<span style="color: black;">位置</span></span>:https://github.com/widgetti/ipyvolume</span></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">mayavi </p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q6.itc.cn/q_70/images03/20240520/461ab4da13f342b197c36627735b6a56.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;"><span style="color: black;">mayavi<span style="color: black;">重点</span>有两大部分功能:</span></span></p>

    <span style="color: black;">mayavi.mlab</span>用于处理图形可视化和图形操作,类似于matlab和matplotlib;<span style="color: black;">mayavi.tools.pipeline</span>用于操作管线对象窗口对象。

    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q6.itc.cn/q_70/images03/20240520/5900f62075404ce08444c47f399cbe52.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">z-warped surface</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q0.itc.cn/q_70/images03/20240520/c873174de2fb4bd6aef6a75177ab58ff.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">protein graph structure</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><img src="//q3.itc.cn/q_70/images03/20240520/ec100a2b47f34fd29128f0926d4f2a81.jpeg" style="width: 50%; margin-bottom: 20px;"></p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">modify the data visualized via an interactive dialog.</p>
    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">项目<span style="color: black;">位置</span>:http://docs.enthought.com/mayavi/mayavi/index.html</span><a style="color: black;"><span style="color: black;">返回<span style="color: black;">外链论坛:www.fok120.com</span>,查看<span style="color: black;">更加多</span></span></a></p>

    <p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">责任编辑:网友投稿</span></p>




wrjc1hod 发表于 2024-10-2 09:01:27

回顾历史,我们感慨万千;放眼未来,我们信心百倍。

m5k1umn 发表于 2024-10-2 16:40:35

期待楼主的下一次分享!”

nqkk58 发表于 2024-10-3 14:38:37

我深感你的理解与共鸣,愿对话长流。
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