3DGeometry
ICP alignment & Mesh Denoising (Diffusion & Bilateral to vertices/normal)
Install / Use
/learn @mincongzhang/3DGeometryREADME
OpenMesh
OpenMesh practices
1.ICP ANN, GSL and OpenMesh libraries are used to achieve the ICP meshes alignment algorithm. With ANN library, kd-tree is built to find nearest neighbour points. Matrices computing is available in GSL library. UI is built in MFC. (A bug is found when degree 180 bunny is used as the 2nd mesh)
2.Denoising
Five different approaches are implemented for the mesh denoising;
Denoise1 - Apply bilateral filter to vertices, using KNN for normal calculation[1];
Denoise2 - Apply bilateral filter to vertices, using one-ring neighbour for normal calculation[1];
Denoise3 - Apply bilateral filter to vertices, directly using vertices normal from OpenMesh library;
LaplaceDenoise - Apply uniform Laplacian filter to denoise;
BiNormDenoise - Apply bilateral filter to face normal vectors, and then update each vertex in faces[2].
[1]Fleishman, Shachar, Iddo Drori, and Daniel Cohen-Or. "Bilateral mesh denoising." ACM Transactions on Graphics (TOG). Vol. 22. No. 3. ACM, 2003.
[2]Lee, Kai-Wah, and Wen-Ping Wang. "Feature-preserving mesh denoising via bilateral normal filtering." Computer Aided Design and Computer Graphics, 2005. Ninth International Conference on. IEEE, 2005.
P.S.
In paper [1], the psudocode Vertex v' = v+n*(sum/normalizer) should be changed into Vertex v' = v-n*(sum/normalizer);
In paper [2], the equation(6) and (7) from LSE computation, n*trans(n) should be changed into trans(n)*n;
otherwise the results are not correct.
Related Skills
node-connect
351.8kDiagnose OpenClaw node connection and pairing failures for Android, iOS, and macOS companion apps
frontend-design
110.9kCreate distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.
openai-whisper-api
351.8kTranscribe audio via OpenAI Audio Transcriptions API (Whisper).
qqbot-media
351.8kQQBot 富媒体收发能力。使用 <qqmedia> 标签,系统根据文件扩展名自动识别类型(图片/语音/视频/文件)。
