Blender scripts for computing geodesic distance

Overview

GeoDoodle

Geodesic distance computation for Blender meshes

Table of Contents

  1. Overivew
  2. Usage
  3. Implementation

Overview

This addon provides an operator for computing geodesic distances on general meshes (ngons and triangular).

Geodesic distance describes a shortest path from any point on the surface to some boundary, e.g. a selected vertex. It can differ from simple Euclidian distance significantly.

Prerequisites

The addon uses the SciPy math library for efficient sparse matrix computations.

SciPy is not shipped with the Python installation in Blender, so you may need to install the package once. A convenient method is to use the text editor.

Note: You may need to run Blender in administrator mode for permissions to install into the packages folder!

  1. Open Blender.

  2. Open a text editor window and create a new text.

  3. Paste in the following code and execute the script:

    import sys
    import subprocess
    
    py_exec = sys.executable
    py_prefix = sys.exec_prefix
    # ensure pip is installed & update
    subprocess.call([str(py_exec), "-m", "ensurepip", "--user"])
    subprocess.call([str(py_exec), "-m", "pip", "install", "--target={}".format(py_prefix), "--upgrade", "pip"])
    # install dependencies using pip
    # dependencies such as 'numpy' could be added to the end of this command's list
    subprocess.call([str(py_exec),"-m", "pip", "install", "--target={}".format(py_prefix), "scipy"])
    

    Source: https://blender.stackexchange.com/a/153520

Usage

  1. Create a mesh object.

  2. Add a boundary vertex group. The default name should be "Boundary", although the operator can work with arbitrary vertex groups.

    Procedurally generated vertex groups are also supported (e.g. with a proximity modifier). However, topology modifiers such as subdivision are not recommended because the operator will copy the modifier result to the base mesh.

  3. Select the mesh object.

  4. Invoke the Geodesic Distance operator from the dropdown next to the vertex group list.

Implementation

The implementation is based on the Heat Method as described by Crane et al. 1. The Laplacian for polygonal meshes is described in the paper "Polygon laplacian made simple" 2.

1: Crane, Keenan, Clarisse Weischedel, and Max Wardetzky. "Geodesics in heat: A new approach to computing distance based on heat flow." ACM Transactions on Graphics (TOG) 32.5 (2013): 1-11.

2: Bunge, Astrid, et al. "Polygon laplacian made simple." Computer Graphics Forum. Vol. 39. No. 2. 2020.

Official Repository of NeurIPS2021 paper: PTR

PTR: A Benchmark for Part-based Conceptual, Relational, and Physical Reasoning Figure 1. Dataset Overview. Introduction A critical aspect of human vis

Yining Hong 32 Jun 02, 2022
Tackling data scarcity in Speech Translation using zero-shot multilingual Machine Translation techniques

Tackling data scarcity in Speech Translation using zero-shot multilingual Machine Translation techniques This repository is derived from the NMTGMinor

Tu Anh Dinh 1 Sep 07, 2022
Anchor-free Oriented Proposal Generator for Object Detection

Anchor-free Oriented Proposal Generator for Object Detection Gong Cheng, Jiabao Wang, Ke Li, Xingxing Xie, Chunbo Lang, Yanqing Yao, Junwei Han, Intro

jbwang1997 56 Nov 15, 2022
A basic duplicate image detection service using perceptual image hash functions and nearest neighbor search, implemented using faiss, fastapi, and imagehash

Duplicate Image Detection Getting Started Install dependencies pip install -r requirements.txt Run service python main.py Testing Test with pytest How

Matthew Podolak 21 Nov 11, 2022
Official Implementation for Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation

Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation We present a generic image-to-image translation framework, pixel2style2pixel (pSp

2.8k Dec 30, 2022
This repository contains the code and models necessary to replicate the results of paper: How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective

Black-Box-Defense This repository contains the code and models necessary to replicate the results of our recent paper: How to Robustify Black-Box ML M

OPTML Group 2 Oct 05, 2022
A list of awesome PyTorch scholarship articles, guides, blogs, courses and other resources.

Awesome PyTorch Scholarship Resources A collection of awesome PyTorch and Python learning resources. Contributions are always welcome! Course Informat

Arnas Gečas 302 Dec 03, 2022
CS506-Spring2022 - Code and Slides for Boston University CS 506

CS 506 - Computational Tools for Data Science Code, slides, and notes for Boston

Lance Galletti 17 May 06, 2022
An example of semantic segmentation using tensorflow in eager execution.

Semantic segmentation using Tensorflow eager execution Requirement Python 2.7+ Tensorflow-gpu OpenCv H5py Scikit-learn Numpy Imgaug Train with eager e

Iñigo Alonso Ruiz 25 Sep 29, 2022
Continuous Time LiDAR odometry

CT-ICP: Elastic SLAM for LiDAR sensors This repository implements the SLAM CT-ICP (see our article), a lightweight, precise and versatile pure LiDAR o

385 Dec 29, 2022
🐾 Semantic segmentation of paws from cute pet images (PyTorch)

🐾 paw-segmentation 🐾 Semantic segmentation of paws from cute pet images 🐾 Semantic segmentation of paws from cute pet images (PyTorch) 🐾 Paw Segme

Zabir Al Nazi Nabil 3 Feb 01, 2022
PyTorch implementation of "VRT: A Video Restoration Transformer"

VRT: A Video Restoration Transformer Jingyun Liang, Jiezhang Cao, Yuchen Fan, Kai Zhang, Rakesh Ranjan, Yawei Li, Radu Timofte, Luc Van Gool Computer

Jingyun Liang 837 Jan 09, 2023
Official code of ICCV2021 paper "Residual Attention: A Simple but Effective Method for Multi-Label Recognition"

CSRA This is the official code of ICCV 2021 paper: Residual Attention: A Simple But Effective Method for Multi-Label Recoginition Demo, Train and Vali

163 Dec 22, 2022
(CVPR 2022) A minimalistic mapless end-to-end stack for joint perception, prediction, planning and control for self driving.

LAV Learning from All Vehicles Dian Chen, Philipp Krähenbühl CVPR 2022 (also arXiV 2203.11934) This repo contains code for paper Learning from all veh

Dian Chen 300 Dec 15, 2022
Google Recaptcha solver.

byerecaptcha - Google Recaptcha solver. Model and some codes takes from embium's repository -Installation- pip install byerecaptcha -How to use- from

Vladislav Zenkevich 21 Dec 19, 2022
Tutoriais publicados nas nossas redes sociais para obtenção de dados, análises simples e outras tarefas relevantes no mercado financeiro.

Tutoriais Públicos Tutoriais publicados nas nossas redes sociais para obtenção de dados, análises simples e outras tarefas relevantes no mercado finan

Trading com Dados 68 Oct 15, 2022
Unimodal Face Classification with Multimodal Training

Unimodal Face Classification with Multimodal Training This is a PyTorch implementation of the following paper: Unimodal Face Classification with Multi

Wenbin Teng 3 Jul 06, 2022
Fast methods to work with hydro- and topography data in pure Python.

PyFlwDir Intro PyFlwDir contains a series of methods to work with gridded DEM and flow direction datasets, which are key to many workflows in many ear

Deltares 27 Dec 07, 2022
An implementation of the AdaOPS (Adaptive Online Packing-based Search), which is an online POMDP Solver used to solve problems defined with the POMDPs.jl generative interface.

AdaOPS An implementation of the AdaOPS (Adaptive Online Packing-guided Search), which is an online POMDP Solver used to solve problems defined with th

9 Oct 05, 2022