I have always loved solving mazes... so naturally I had to write a program to solve mazes for me!
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Take a look at this maze; can you find a path from the upper left entrance in the maze to the lower right exit? Probably you can, and so does the program I wrote!
I wrote a program in Python (making use of
Pillow) to solve any maze given. I did this project several years ago, after learning about Dijkstra's algorithm. I read about the algorithm and decided to implement it, to get a feel for it. I realized that I could apply it to a maze in a picture, if I took each pixel of the image to be a vertex in the graph where I'd apply the method.
I wanted to make my program fairly general, in terms of the mazes that could be given, and so I dwelled with a problem: how to tell if two adjacent pixels should be connected in the graph or not. I knew I only wanted to connect pixels that referred to the path, and not to the walls, so my idea was simple: I supposed that a picture of a maze would have mainly two colours, one for the walls and another for the paths. I leveraged on that to preprocess the image and turn it to a black and white picture, where each pixel would be either completely white or completely black (I did this by finding the average luminosity of a pixel in the image and used that as a threshold; a pixel with luminosity below the average becomes black, otherwise it becomes white). After processing, ask the user for the two points we want to connect; if they have the same colour (say it was white) then it must have been because the paths have been changed into white and thus I need only to consider white pixels.
After we know where to start, where to end, and which colour we care about (either black or white) I apply Dijkstra's algorithm on the graph of the vertices of that colour, where two vertices are connected if the two corresponding pixels are adjacent. Of course I didn't have to explicitly build the graph, as it was given by the pixels in the picture. After a path is found, a red line is drawn. The first version of the script would draw the absolute shortest path, and so it would mainly be adjacent to walls and I found it aesthetically unpleasing. To try and counter that I added a slight element of randomness when drawing the red path. Using my script to solve the maze above we get this drawing:
which looks like a line I could draw with my pencil, if I managed to not overlap my line with the walls of the maze by accident. The code can be found in this GitHub repo and a downloadable executable can be found here. In both places you can find a
bin folder with a couple of maze examples.
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