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https://github.com/amirabbasasadi/persianocr

Simple word-level OCR program for the Persian language based on Recurrent Neural Networks using Pytorch and OpenCV

https://github.com/amirabbasasadi/persianocr

Science Score: 10.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
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    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Committers with academic emails
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    Institutional organization owner
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    JOSS paper metadata
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    Scientific vocabulary similarity
    Low similarity (4.7%) to scientific vocabulary

Keywords

image-processing machine-learning ocr ocr-recognition opencv python pytorch
Last synced: 6 months ago · JSON representation

Repository

Simple word-level OCR program for the Persian language based on Recurrent Neural Networks using Pytorch and OpenCV

Basic Info
  • Host: GitHub
  • Owner: amirabbasasadi
  • Language: Jupyter Notebook
  • Default Branch: master
  • Homepage:
  • Size: 723 KB
Statistics
  • Stars: 19
  • Watchers: 2
  • Forks: 5
  • Open Issues: 2
  • Releases: 0
Topics
image-processing machine-learning ocr ocr-recognition opencv python pytorch
Created over 5 years ago · Last pushed over 5 years ago
Metadata Files
Readme

README.md

Simple Persian Word-Level OCR using RNN in Pytorch and OpenCV

This notebook uses Shotor dataset, a synthetic dataset for word-level OCR.
OCR Result

References

This paper helped me a lot, however my architecture is not same - https://arxiv.org/abs/1805.09441 - Pytorch Tutorial on RNNs
For word segmentation using dilation see this: - https://stackoverflow.com/a/10970473/4334320

The text of the image which I used to show the final result is a translation of this book: - The Theory That Would Not Die, Sharon McGrayne

Owner

  • Name: Amirabbas Asadi
  • Login: amirabbasasadi
  • Kind: user
  • Location: Iran

Independent AI Researcher

GitHub Events

Total
  • Issues event: 1
  • Watch event: 2
Last Year
  • Issues event: 1
  • Watch event: 2

Committers

Last synced: 8 months ago

All Time
  • Total Commits: 5
  • Total Committers: 1
  • Avg Commits per committer: 5.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Amirabbas Asadi a****5@g****m 5

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 2
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 2
  • Total pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 1
  • Pull request authors: 0
  • Average comments per issue: 0.0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
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Top Authors
Issue Authors
  • batman-ocr (1)
  • arad2022 (1)
Pull Request Authors
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