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If I understand correctly, the guy downloaded a data set, train it and get happy because it performs over 95% on the training set from the data set. This is no
by titanix2 9y ago
If I understand correctly, the guy downloaded a data set, train it and get happy because it performs over 95% on the training set from the data set.
This is not interesting at all because the hard part is to actually segment and classify characters in a real text, and in real life they don’t conveniently come as 28x28 images. As someone with a few hours of training in reading that kind of texts the difficulties are:
- taking appart characters (hentaigana) that looks very close
- segmenting characters because size and length vary a lot
- differentiating between kana and kanji because the former are deritaves of the latter and they sometime look quite alike
So the experimenter should have started his post telling he didn’t know any Japanese instead of closing it as such (even if one can notice when he just use modern kana as classes).
- chch 9y agoSince the original article doesn't give a lot of context as to what these characters looks like in context, here is an image of a Japanese book [1] and some playing cards [2] to give context to the segmentation difficulties. [1] https://wakancambridge.files.wordpress.com/2015/07/e8bbbde58fa3e381b5e3818fe3818ae3818be38197.jpg?w=640 https://wakancambridge.files.wordpress.com/2015/07/e8bbbde58... [2] http://img03.aucfan.com/item_data/image/20150720/yahoo/u/u80632805.3.jpg http://img03.aucfan.com/item_data/image/20150720/yahoo/u/u80...
- microcolonel 9y agoHard enough for a literate human to segment.
- pavel_lishin 9y agoIt does look like an alien language to me; I wonder what Latin or Cyrillic script would look like to someone for whom that was perfectly legible.
- fenomas 9y agoWriting like this is more or less analogous to cursive handwriting in English. I mean, if you write out "minimum" in cursive, someone who learned English exclusively from printed text might think it was a scribble. But someone familiar with cursive decodes the whole word in a chunk, partly from understanding how latin letters get transformed into cursive, and partly from having seen "minimum" written in cursive before, and maybe also using nearby words for context. There's a roughly similar thing going on here.
- glandium 9y agoThat is absolutely true, but, like cursive handwriting in English, there are cases where it's all gibberish, even to natives. See, for example, how doctors handwriting is barely readable. With effort, you can make up the words you are familiar with. But not the others. Now, imagine some text in medieval english in doctors handwriting. That would be basically undecipherable for most people. The same is true about many Edo period (and older) writings, which are written as "scribbles", and use old vocabulary/grammar that most people don't know. They are essentially unreadable to most Japanese, except the trained ones (e.g. historians).
- pavel_lishin 9y agoThat's a good point. My last name, when written in Russian cursive, looks like a series of waves, and is effectively indistinguishable from a child's scribble.
- deleted 9y ago[deleted]
- reustle 9y ago> This is not interesting at all because... Comments like this make me reluctant to post things I work on
- mikekchar 9y agoThe OP's comment is very good because the discussion in the article is quite misleading about what they accomplished. It's also apparently self-serving; apparently marketing material for Wolfram. As your sibling's post makes extremely clear, classifying handwritten text from the Edo period is a much, much, much more difficult problem. In fact the samples they have taken for training are so unstylized that they might just as well have done an article about recognising modern hiragana hand writing. That would be very cool too, but would have gathered no interest because it is a well solved problem. I have no problem with people doing fun projects and explaining how they did them. I have a bit of a problem with people apparently making exaggerated claims about their product's capabilities.
- greeneggs 9y ago> I have no problem with people doing fun projects and explaining how they did them. I have a bit of a problem with people apparently making exaggerated claims about their product's capabilities. This isn't written by a Wolfram employee. It seems to be just someone's fun and educational project, posted on a Wolfram message board.
- fenomas 9y agoI think the article is more mistitled than anything else. I mean, it's a fine article for someone interested in how to train a classifier on an annotated dataset in Mathematica. It's just not very interesting for someone interested in how to classify Japanese characters from the Edo period.