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sudokusolver's Introduction

SudokuSolver

Sudoku Solver is a simple program that can take an image of a sudoku and solve it for you

How It Works

  1. You provide an image of a sudoku
  2. It converts the image to black and white using an adjustable threshold
  3. It tries to find the corners of the sudoku in the image. Sometimes it needs manual intervention here
  4. The image is cropped and transformed so the sudoku is square and filling the whole image
  5. This is then split into 81 individual cells, each of which are cleaned up (removing borders and artifacts)
  6. The images are fed into a multi-layered neural network (written from scratch) for classification
  7. The result is displayed in a grid, where it can be edited if there are any errors in the classification
  8. Using a recursive back-propagation algorithm, the sudoku is solved

Main Features

  • Using a neural network to classify digits
  • Solving sudokus
  • Checking sudokus
  • Saving previous sudokus for review

sudokusolver's People

Contributors

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Watchers

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sudokusolver's Issues

When dragging corners to match the sudoku, invalid shapes can be made

If one corner is inside the others, the convex hull algorithm used to get the points in a clockwise pattern will only return 3 points, which cannot be used in the quadrilateral transform. This arrangement of points, however, will not be possible as a square could never be projected to that shape, so the user must be informed that they are at fault.

The corners can be dragged into a shape such that an hour glass is made. This is corrected using the clockwise hull, but that is only computed at the end. If the user drags the points into an hour glass shape, a square should still be drawn.

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