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A Django App designed for those with dysgraphia. This is a part of a project currently being worked on as a part of the College curriculum.

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DysApp

UPDATE: Model has been updated to take a page of handwritten text as an input (instead of sentences). Find updated code for the same in the SegmentationNN folder.


Pre-trained Models:

  1. Handwritten Text Recognition: Location- dys_UI/main/model/ (Trained on IAM + Dyagraphia dataset)

  2. Gector: Download- https://grammarly-nlp-data-public.s3.amazonaws.com/gector/roberta_1_gector.th Location- dys_UI/main/gector/models/

  3. Spello: Download- https://haptik-website-images.haptik.ai/spello_models/en_large.pkl.zip Location- dys_UI/main/

  4. Segmentation NN: Download- https://www.dropbox.com/s/mqhco2q67ovpfjq/model.zip?dl=1 Location- dys_UI/main/SegmentationNN/model


DEPENDENCIES: Python 3.7.9

  • tensorflow (version 2.4.0)
  • torch (version 1.8.0)
  • editdistance
  • matplotlib
  • cv2
  • lmdb
  • spello
  • Fastpunct
  • numpy
  • allennlp (version 0.8.4)
  • python-Levenshtein (version 0.12.0)
  • transformers (version 2.2.2)
  • scikit-learn (version 0.20.0)
  • sentencepiece (version 0.1.91)

Notes:

  1. Download the gector model and put in the specified location. (If folder doesn't exist, create folder)
  2. Download the spello model and put in the specidied location.
  3. Delete any .DS_Store file (If found)
  4. Delete any pycache file (If found)

REFERENCES:

  1. https://github.com/githubharald/SimpleHTR
  2. https://github.com/hellohaptik/spello
  3. https://github.com/grammarly/gector

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A Django App designed for those with dysgraphia. This is a part of a project currently being worked on as a part of the College curriculum.

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