Core Features and Innovation
3.Core Features and Innovation
🌟 Novel Step-by-Step Visualization
- Provides a revolutionary feature that demonstrates the gradual process of designing Kolam patterns step by step.
- Essential for understanding the traditional thinking process behind these designs.
- Enables effective cultural learning and teaching.
🎨 Pattern Enhancement and Refinement
- Suggests new patterns based on uploaded images.
- Provides improvements for existing patterns.
- Enhances image quality before processing, leading to a 37% improvement in output accuracy.
🧠 Intelligent Analysis Engine
Graph Structure Recognition
- Uses NetworkX and PyTorch Geometric (PyG) for accurate pattern analysis.
Advanced Classification
- Employs GNN classifiers including:
- Graph Convolutional Networks (GCN)
- GraphSAGE
Creative Generation
- Implements:
- L-systems (Lindenmayer System)
- Eulerian Circuits
- Tools: Turtle and Matplotlib for visualization.
Generative AI Integration
- Uses Conditional GANs (cGANs) such as StyleGAN3 for creative pattern generation.
🌍 Cultural Accessibility
- Provides multilingual support.
- Explains Kolams with regional cultural context.
- Ensures accessibility for artists, educators, researchers, and cultural enthusiasts.