Solving the KAYAK crossword puzzle with code(github.com)
github.com
Solving the KAYAK crossword puzzle with code
https://github.com/stepanbujnak/kayak
6 comments
Was the use of ANN necessary, or simply done because it was cool to do? Because at least in my mind it looks like extracting the text and running a brute force program on it would be faster, no?
If my reading is correct, the neural network was used to OCR the image, extracting the text. From there, it is indeed a simple brute-force string search.
Yeah, but the type is pretty regular and and the alphabet is small. I bet you could just use convolution.
The use of ANN was completely unnecessary, as there are only 3 characters in the crossword puzzle. I wanted to try out the OpenCV ANN implementation though and since it's not a real world application it doesn't really matter.
FWIW that's not a crossword puzzle. As a crossword enthusiast, I would be very interested in the implementation of an AI-backed crossword puzzle solver!
For my masters thesis I wrote some software to solve UK-style cryptic crosswords[1].
We're cleaning up the code now for release as an AI paper, so as soon as we're done I'll release the code on Github.
[1] http://en.wikipedia.org/wiki/Cryptic_crossword
We're cleaning up the code now for release as an AI paper, so as soon as we're done I'll release the code on Github.
[1] http://en.wikipedia.org/wiki/Cryptic_crossword
What a great idea. What's your success rate like?
Cryptic crosswords (at least good ones) play with conventions so much, I imagine it must be quite a challenge.
Cryptic crosswords (at least good ones) play with conventions so much, I imagine it must be quite a challenge.
Excellent! How does its performance compare with Crossword Maestro (http://www.crosswordtools.com/cm/) which I think is the current state of the art?
Just a thought, but I bet word2vec would be a pretty good starting point for a crossword solver
https://code.google.com/p/word2vec/
https://code.google.com/p/word2vec/
How I did it:
0. Download and install Tesseract https://code.google.com/p/tesseract-ocr/
1. Crop and adjust curves of the image in Paint.Net (= get a better contrast) to ease OCR
2. Save as PNG in the folder of Tesseract
3. Open cmd in Tesseract folder, type tesseract kayak.png kayak (produces kayak.txt)
4. Open kayak.txt in Notepad++, remove empty lines (to have correct indexes), CTRL+F "KAYAK"
0. Download and install Tesseract https://code.google.com/p/tesseract-ocr/
1. Crop and adjust curves of the image in Paint.Net (= get a better contrast) to ease OCR
2. Save as PNG in the folder of Tesseract
3. Open cmd in Tesseract folder, type tesseract kayak.png kayak (produces kayak.txt)
4. Open kayak.txt in Notepad++, remove empty lines (to have correct indexes), CTRL+F "KAYAK"
Doesn't this only work if the word is west-to-east? Seems like it'd fail for any other orientation (there are 7 others).
(Well, for a palindrome, it works for east-to-west too - so I guess you missed 6).
(Well, for a palindrome, it works for east-to-west too - so I guess you missed 6).
You are correct. However, it is stated that 'KAYAK' appears only once and it seems to me that CTRL+Fing should be the first thing to do when searching for a string in a relatively small text. The next step, had the CTRL+F failed, would have been to search for "KAYAK" vertically/diagonally programmatically.
(on a sidenote, you're counting is incorrect, as it is a palindrome there really is only 4 directions for the word to appear: W-E, N-S, NW-SE, NE-SW)
(on a sidenote, you're counting is incorrect, as it is a palindrome there really is only 4 directions for the word to appear: W-E, N-S, NW-SE, NE-SW)
for vertical, you could transpose the crossword then Ctrl+F, just being aware that the result has its columns and rows switched.
This is the output of Tesseract (once empty lines are removed):
AAYKAKAYKAYYKKAAKAYAAAYKYKYAYK
KYYAKYAAAYKAAKKYAKKKAAAKAAYKAA
KKKYAKAKAYKKYKKYKKAKYAAAAKAAKK
YKAAKYAAKKKKKAYAYYYYYAAKAAKKKK
KKAYYAAKKYYAYAAKAAKKAAYKAKKAAK
KKAAAKAAAKKAKKKYAAAYKYAYAKYKAA
KKYKAAAAAAAAAAKKAAAKYYAKAKAKKY
KKKKKKAKYYKYYKKAAYAKAAAKYAKKAA
KAKKAKAYKAAYAKYYKKAYKKKAAAAAKA
KKAKAKAKAAAKAYAYKAKAYYAYKKAKYY
AAAYAKKKAKKAKYKAYKKAKKYKAAKKYY
YKKKYKKYAAAKKKKAKAYKKKKKAAKKKY
KKAKAYKAAKAKKYYAKAYAAKYAAAAAAA
AAAAKKYAAKKAAYKKAAAYAYAKYAKAYK
AKKAKKAYKAAYKYKAKYAAKKYKKKKKKA
KYKAAKKYAYKAKKKYKAKAYAYKYAAAKK
KAYYKKAKYKAYAAKAYAAYYYAKKYKYKK
KKKKAKAYAAAKKAYAYKKYAKAAAAYKAY
AYKAKKKAAKAKAYAAAKKYKKAYKAYAYY
KYAYKAYAKAKYYKYKAKAAYKYKKAYKAK
AKAKKAKKAKKKKAAAKYYYYKAKAAAAAK
KAKYYKAKKYKYAKYAAAAAKAKAYAAKKA
KKAAAKKAKAKKAAKAYAAYAAAKKAAYYA
KAKKYYKKAYAYKKAKKYYKYKYKKAAAKAHow do you do OCR in Paint.Net ?
In Paint.Net I only adjusted the curves (CTRL+SHIFT+M) to get a better contrast. The OCR is done by Tesseract. This solution is all about using the right tool for the job.
Sorry I misunderstood your comment. Was just wondering how you are doing OCR in Paint.Net. Thank you for your clarification.
This seems like a good place to link to the UsVsTh3m one-word-wordsearch generator:
http://games.usvsth3m.com/one-word-wordsearch/#MTAsS0FZQUssN...
http://games.usvsth3m.com/one-word-wordsearch/#MTAsS0FZQUssN...
In the source: "bastardTouchMoveWhatTheHellIsWrongWithMobileBrowsersSeriously"
Found it in a couple minutes by hand. I started from the position (3,3) and circled the board looking for "Y" surrounded by two A's, and checking for the phrase. Working inward it's only a matter of time before you find it. There are also the borders to check then.