Glyph is a work-in-progress cloud-based OCR engine which was developed to provide help in digitizing scanned documents. Currently, it supports a number of languages and font types (antiqua, fraktur / gothic and handwritten) and moderate amounts of perturbation or artifacts in the given images. Support for additional languages will be implemented in the future.

Glyph is intended to be used mainly via its API (detailed below) and be embedded into projects or scripts without introducing external modules or large code snippets. Therefore, it is currently not targeted for end-users.

Supported Languages

At the time of writing, Glyph can handle the following pairs of languages and script types:

  • English - Antiqua (lang code: en-ma)
  • French - Antiqua (lang code: fr-ma)
  • German - Fraktur / Gothic (lang code: de-frk)
  • German - Antiqua (lang code: de-ma)
  • Romanian - Antiqua (lang code: ro-ma)
  • Ukrainian - Handwritten (lang code: ua-hw)

Benchmarking is performed for each available pair and the performances are compared to existing products; see more details about Glyph’s Benchmarks.


Currently, and during its development, Glyph is provided free of charge; however, an API key will still required. Certain limitations might be introduced in the future to prevent the current infrastructure from overloading.

API Requests

Glyph is exposed as a web service over HTTPS at the address When interacting with Glyph, a POST-type request must be crafted and directed to the aforementioned address. Glyph accepts the following arguments inside the request:

  • img: the image you’re submitting for text recognition
  • lang: the language and font type (script) of your submitted image; supported values are:
    • en-ma: English / Antiqua
    • fr-ma: French / Antiqua
    • de-frk: German / Fraktur (Gothic)
    • de-ma: German / Antiqua
    • ro-ma: Romanian / Antiqua
    • ua-hw: Ukrainian / Handwritten
  • words_only (optional; default: false): instructs the Glyph engine to treat each word as a line of text, which might prove useful in identifying texts from non-uniform inputs such as receipts; to enable, set this parameter to true
  • api_key: this is your API key which uniquely identifies your account; see the Getting Started section for more information on this

API Responses

Glyph will issue JSON-strucutred responses to each request in a synchronous manner.

Note: in the event of a server overload, an Internal Server Error(500) will be returned; please check the error code returned by Glyph and recreate the POST request if necessary.

A successful response from Glyph includes the following fields:

  • text: the entire recognized text as a multiline string (\n as separator)
  • lines: a list which presents information at line level; contains elements with the following structure:
    • x0, y0, x1, y1: denote the bounding rectangle coordinates for the current text line
    • script : the guessed type of script used to write the line (possible values: TYPED, HANDWRITTEN)
    • confidence: a value which indicates how confident is Glyph that the line is of interest and not an artifact or noise
    • line: a list which presents character-level information from the recognition process:
      • x0, y0, x1, y1: represent the bounding rectangle coordinates for each identified character
      • character: contains the identified character (unicode supported)
      • confidence: the confidence of Glyph for the current character recognition


A short Python example is provided for easier understanding Glyph on Google Colab.

However, you’ll still need to supply your own API key before running it. Alternatively, you’ll find below a JSON response from Glyph for a single image containing only the word “Alle”.

    "text": "Alle",
    "lines": [
            "x0": 17,
            "y0": 9,
            "x1": 837,
            "y1": 54,
            "script": "TYPED",
            "confidence": 0.8112224489450455,
            "line": [
                    "character": "A",
                    "confidence": 0.7507894039154053,
                    "x0": 74,
                    "x1": 82,
                    "y0": 9,
                    "y1": 54
                    "character": "l",
                    "confidence": 0.9985935091972351,
                    "x0": 119,
                    "x1": 123,
                    "y0": 9,
                    "y1": 54
                    "character": "l",
                    "confidence": 0.9996170997619629,
                    "x0": 130,
                    "x1": 134,
                    "y0": 9,
                    "y1": 54
                    "character": "e",
                    "confidence": 0.999936580657959,
                    "x0": 145,
                    "x1": 149,
                    "y0": 9,
                    "y1": 54