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This is great. I particularly like that they also automatically generated dirty versions for their training set, because that's exactly what I ended up doing fo

by liabru 11y ago

This is great. I particularly like that they also automatically generated dirty versions for their training set, because that's exactly what I ended up doing for my dissertation project (a computer vision system [1] that automatically referees Scrabble boards). I also used dictionary analysis and the classifier's own confusion matrix to boost its accuracy. If you're also interested in real time OCR like this, I did a write up [2] of the approach that worked well for my project. It only needed to recognize Scrabble fonts, but it could be extended to more fonts by using more training examples. [1] http://brm.io/kwyjibo/ http://brm.io/kwyjibo/ [2] http://brm.io/real-time-ocr/ http://brm.io/real-time-ocr/

JabavuAdams 11y ago
Glad there's prior art on that. I had a small project where I iterated all the fonts on the system and used them to generate glyph training images. The next step was to dirty them up, but I never continued the project. More generally, I really like the idea of generating controlled synthetic images and then messing them up for regularization.
joe_the_user 11y ago
It seems your dissertation paper is behind something password protected [1]. It would be nice to see that too. Can't get [1]https://www.dcs.shef.ac.uk/intranet/teaching/campus/projects/archive/l31011/pdf/LBrummitt_aca08lb_com3021.pdf https://www.dcs.shef.ac.uk/intranet/teaching/campus/projects...
- liabru 11y ago
  Hmm looks like they have, well here's another link to it: https://dl.dropboxusercontent.com/u/1672291/scrabble-referee.pdf https://dl.dropboxusercontent.com/u/1672291/scrabble-referee...
megalodon 11y ago
Funny, just read an article today proposing the same feature detection algorithm (the one you called 'grid merge'). Have you tried applying these techniques on scanned/photographed documents?
- liabru 11y ago
  Could you link to it please? I've not tried it on anything else, but I remember thinking that it has a lot of potential uses. Also I only used it on gray-scale features, but I'm sure it could make use of full RGB too. I'll have to try it some time!
  - megalodon 11y ago
    "We also investigated hierarchical features where the image is overlaid with a grid of cell size c × c and pixels withins each cell are added up. This is same as downsampling the image and using the raw pixels in the downsampled image as features." (p. 3) http://www.eecs.berkeley.edu/Pubs/TechRpts/2009/EECS-2009-159.pdf http://www.eecs.berkeley.edu/Pubs/TechRpts/2009/EECS-2009-15...
    - pedrosorio 11y ago
      Sounds similar to one level of a pyramid: https://en.wikipedia.org/wiki/Pyramid_(image_processing) https://en.wikipedia.org/wiki/Pyramid_(image_processing)
zem 11y ago
excellent project. as a scrabble player, i'm very interested - it would be a great way to run a blitz tournament, for instance.

by liabru 11y ago

JabavuAdams 11y ago

Glad there's prior art on that. I had a small project where I iterated all the fonts on the system and used them to generate glyph training images. The next step was to dirty them up, but I never continued the project. More generally, I really like the idea of generating controlled synthetic images and then messing them up for regularization.

joe_the_user 11y ago

It seems your dissertation paper is behind something password protected [1]. It would be nice to see that too. Can't get [1]https://www.dcs.shef.ac.uk/intranet/teaching/campus/projects/archive/l31011/pdf/LBrummitt_aca08lb_com3021.pdf https://www.dcs.shef.ac.uk/intranet/teaching/campus/projects...

liabru 11y ago
Hmm looks like they have, well here's another link to it: https://dl.dropboxusercontent.com/u/1672291/scrabble-referee.pdf https://dl.dropboxusercontent.com/u/1672291/scrabble-referee...

megalodon 11y ago

Funny, just read an article today proposing the same feature detection algorithm (the one you called 'grid merge'). Have you tried applying these techniques on scanned/photographed documents?

liabru 11y ago
Could you link to it please? I've not tried it on anything else, but I remember thinking that it has a lot of potential uses. Also I only used it on gray-scale features, but I'm sure it could make use of full RGB too. I'll have to try it some time!
- megalodon 11y ago
  "We also investigated hierarchical features where the image is overlaid with a grid of cell size c × c and pixels withins each cell are added up. This is same as downsampling the image and using the raw pixels in the downsampled image as features." (p. 3) http://www.eecs.berkeley.edu/Pubs/TechRpts/2009/EECS-2009-159.pdf http://www.eecs.berkeley.edu/Pubs/TechRpts/2009/EECS-2009-15...
  - pedrosorio 11y ago
    Sounds similar to one level of a pyramid: https://en.wikipedia.org/wiki/Pyramid_(image_processing) https://en.wikipedia.org/wiki/Pyramid_(image_processing)

zem 11y ago

excellent project. as a scrabble player, i'm very interested - it would be a great way to run a blitz tournament, for instance.