mGFD: CloudGenerator 2.0

Advanced tool for generating clouds of points that can be used with the meshless Generalized Finite Differences (mGFD) method

High Precision
Fast Processing
Secure & Private

Powerful Tools for Scientific Computing

Everything you need to generate high-quality clouds of points

ContourCreator

Create geometric contours interactively from images. Uses advanced segmentation algorithms to automatically detect regions.

Auto Detection
Interactive
Try ContourCreator

About the Project

Learn more about the development team, methodology used, and research objectives of the project.

Research
Open Source
Learn More

How It Works

Complete process from image to unstructured cloud of points

Upload Image

Start by uploading your image containing regions of interest. Our system supports multiple formats and provides instant preview with quality validation.

PNG/JPG Drag & Drop Quality Check

Detect Contours

Advanced computer vision algorithms automatically identify and extract geometric contours with sub-pixel precision, ensuring accurate boundary detection.

AI-Powered Sub-pixel Accuracy Real-time Preview

Export Coordinates

Extract and export contour coordinates in industry-standard CSV format, ready for integration with your computational workflow and analysis tools.

CSV Format Structured Data Instant Download

Generate Cloud of Points

Transform contours into optimized unstructured clouds of points using advanced algorithms specifically designed for mGFD computational efficiency.

mGFD Optimized Adaptive Density Quality Metrics

Visualize & Analyze

Interactive visualization of generated clouds of points with comprehensive analysis tools, quality metrics, and multiple export formats for your research needs.

3D Visualization Quality Analysis Multiple Exports

Key Features

Advanced capabilities that set our platform apart

Interactive Contour Detection

Click-Based

Advanced flood fill and edge detection algorithms automatically identify geometric regions from images with simple click interaction, providing precise boundary extraction for complex shapes.

Auto Detection
Multi Region
Optimized

Adaptive Cloud of Points Generation

Generates optimized clouds of points with adaptive density based on geometric complexity. Preserves original contour points and automatically classifies boundary nodes for mGFD applications.

Adaptive Sizing
Auto Classification
Publication-Ready

High-Quality Visualization

Generates detailed 2D visualizations with node classification, boundary highlighting, and quality analysis. Exports high-resolution images and SVG graphics suitable for scientific publications.

500 DPI
SVG Export
CSV Format

Flexible Data Export

Exports cloud of points data in CSV format with comprehensive node classification including boundary, interface, and interior node types. Compatible with scientific computing workflows and mGFD solvers.

CSV Format
mGFD Ready