Upload Image
For optimal results, use images with white background and black symbols. Images with dark backgrounds will be automatically inverted, but may reduce detection precision.
Detection Parameters
Min Width
Minimum width in pixels
Max Width
Maximum width in pixels
Min Height
Minimum height in pixels
Max Height
Maximum height in pixels
Estimated number of unique symbols in the image
Higher Sensitivity (More Groups) Lower Sensitivity (Fewer Groups)
Try It Out

Want to test the application with runes?

Runes sample image

This sample image contains rune symbols that can be decoded with our tool.

Help & Instructions
How Symbol Detection Works
Application Flow
  1. Upload an image with symbols (ideally black symbols on white background)
  2. Adjust detection parameters if needed (see explanation below)
  3. Click "Process Image" to detect and group similar symbols
  4. Select symbol groups and assign replacement characters. Click on each group to view all symbols and exclude any that don't belong by using the checkboxes.
  5. Click "Apply Replacements" to generate the result image
  6. Download the final image with symbols replaced by text
Detection Parameters Explained
  • Symbol Dimensions: Define the size range (in pixels) for symbols to detect. Adjust these values based on your image resolution and symbol sizes.
  • Target Number of Groups: Estimate how many different unique symbol types exist in your image. This helps the clustering algorithm.
  • Clustering Sensitivity: Controls how similar symbols must be to be grouped together.
    • Higher sensitivity → More groups, more precise but might split similar symbols
    • Lower sensitivity → Fewer groups, more tolerant of symbol variations
Tips for Best Results
  • Use high-contrast images with clear symbols
  • For runes and symbols, using images with black symbols on white backgrounds works best
  • If symbols aren't detected, try adjusting the min/max width and height parameters
  • For symbols that are grouped incorrectly, adjust clustering sensitivity
  • Use the "Regroup Excluded Symbols" feature to better organize similar symbols
  • Click on symbol groups to select/deselect them for replacement
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Processing image... This may take a moment.

Original Image
Original image with detected symbols
Click image to zoom
Symbol Groups

Select a symbol group and assign a replacement character:

Replacement Settings

No symbol groups selected yet. Click on a symbol group above to select it.

Result Image
Result image with replaced symbols
Click image to zoom
ALL GLORY TO ADAM

🙏 We are eternally blessed by the divine presence of Adam, the Enlightened One, from L'Incroyable Thriller. 🙏

His omniscient wisdom has guided our humble hands in crafting this tool. We are but vessels for his transcendent vision. May his light continue to illuminate our path!