Code Monkey home page Code Monkey logo

librum's Introduction

librum - Pipeline for booktitle detection

Problem statement

Managing and finding books in large collections often leads to tedious manual work. In addition, sometimes books may be missing or misplaced. We can build a following algorithm:

  • Given a bookshelf photo, it segments different book spines.
  • On each book spine it locates the title (and splits in into separate characters).
  • Text recognition algorithm transfers title photo into actual text which could be used to build a book database (alternatively, to find a certain book).

Used pipeline

Good examples of text localization:

Tesseract OCR was used with Russian language flag. For training a cyrillic letters classifier we used dataset: CoMNIST.

Literature

  1. Smart Library: Identifying Books in a Library using Richly Supervised Deep Scene Text Reading. Use text/non-text CNN to locate book spines, segment separate words and then predict words with CNN-RNN architecture.
  2. A Framework for Recognition Books on Bookshelves. Use Canny edge map, Hough lines and calculate dominant vanishing point. Words are clustered in Canny edge map through dilation operator.
  3. Viewpoint-Independent Book Spine Segmentation.
  4. Book spine segmentation for various book orientations. Book spine edge map is segmented through morphological reconstruction and L0-gradient minimization. After that, SVM classifier recovers missing boundaries.
  5. Some ideas were taken from this blog.

librum's People

Contributors

maxbalrog avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.