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A newer version of the Gradio SDK is available: 6.20.0
metadata
title: VectorForge
emoji: ⚡
colorFrom: purple
colorTo: blue
sdk: gradio
sdk_version: 6.13.0
app_file: app.py
pinned: true
license: mit
short_description: Image to SVG with Edge Detection & Color Edit
tags:
- image-to-svg
- vector-graphics
- edge-detection
- color-quantization
- svg-converter
⚡ VectorForge — Professional Image to SVG Converter
The ultimate web app for converting raster images (JPG, PNG, WEBP) into high-quality, editable SVG vector graphics.
✨ Features
5 Conversion Modes
| Mode | Description | Best For |
|---|---|---|
| 🖤 Black & White | Binary tracing for clean silhouettes | Logos, line art, stamps |
| 🎨 Color | Full multi-color vectorization | Photos, illustrations, icons |
| ✏️ Edge Art | Edge detection → SVG line art | Artistic sketches, technical drawings |
| 🌈 Smart Color | Edge outlines + color fills merged | Best of both worlds |
| 🔲 Posterize | Flat color reduction before tracing | Pop art, stylized graphics |
🔧 Professional Controls
- Image Enhancement: Contrast, brightness, sharpness, denoising
- 6 Edge Detection Methods: Canny, Sobel, Laplacian, Scharr, Adaptive Threshold, Pencil Sketch
- Full Tracing Controls: Speckle filter, corner sharpness, path detail, curve fitting
- Color Quantization: KMeans pre-quantization, color precision, layer separation
- SVG Optimization: Scour-powered 30-70% file size reduction
🎨 Live Color Editor
- Pick any color in your generated SVG
- Live real-time preview as you change colors
- Grid of color pickers for up to 30 unique colors
📊 Smart Stats
- Path count, file size, unique colors, dimensions
- Transparency-aware preview (checkerboard background)
🛠 Tech Stack
| Component | Library | Purpose |
|---|---|---|
| Tracing Engine | VTracer | Rust-powered bitmap→vector (0.09s, near SOTA quality) |
| Edge Detection | OpenCV | Canny, Sobel, Laplacian, Scharr algorithms |
| Color Quantization | scikit-learn | MiniBatch KMeans clustering |
| SVG Optimization | Scour | SVG minification & cleanup |
| UI | Gradio 6 | Modern web interface |
📖 How It Works
- Upload any image (JPG, PNG, WEBP, etc.)
- Choose your conversion mode
- Tune settings (or use smart defaults)
- Convert — instant SVG generation
- Edit colors live in the browser
- Download your optimized SVG
🏆 Why VTracer?
Based on the StarVector benchmark (SVG-Bench), VTracer achieves:
- 0.954 DinoScore on SVG-Stack (near best-in-class)
- 0.09 seconds inference time (800× faster than optimization-based methods)
- Native multi-color support with hierarchical stacking
License
MIT