TE
TechEcho
Home24h TopNewestBestAskShowJobs
GitHubTwitter
Home

TechEcho

A tech news platform built with Next.js, providing global tech news and discussions.

GitHubTwitter

Home

HomeNewestBestAskShowJobs

Resources

HackerNews APIOriginal HackerNewsNext.js

© 2025 TechEcho. All rights reserved.

Handwriting Generation with Recurrent Neural Networks

266 pointsby cjdulbergeralmost 10 years ago

12 comments

Aqueousalmost 10 years ago
In both this demonstration and the demonstration by Google of image generation by neural networks (<a href="http:&#x2F;&#x2F;www.popsci.com&#x2F;these-are-what-google-artificial-intelligences-dreams-look" rel="nofollow">http:&#x2F;&#x2F;www.popsci.com&#x2F;these-are-what-google-artificial-intel...</a>) you can see hints of organic, naturalistic behavior emerging from artificial networks. Is there any doubt that such networks can simulate even more complex aspects of our cognition? Isn&#x27;t the writing on the wall (no joke intended) with regard to the Strong AI hypothesis? Or at least a stronger weak hypothesis.
评论 #9931825 未加载
评论 #9931803 未加载
评论 #9932302 未加载
评论 #9934767 未加载
评论 #9933705 未加载
评论 #9932679 未加载
Animatsalmost 10 years ago
That&#x27;s cute. At last, the forgery app.<p>The killer app in this space will be when someone figures out how to extract a vocal model from existing recordings of singers. Vocaloid already synthesizes singing quite well, but a human singer has to go into a studio and sing a long list of standard phrases to build the singer model. The next step will be to feed existing singing into a system that extracts a model usable for synthesis.<p>The RIAA is so going to hate this.
评论 #9932158 未加载
评论 #9935645 未加载
评论 #9932557 未加载
评论 #9932100 未加载
评论 #9933449 未加载
评论 #9932336 未加载
评论 #9932762 未加载
评论 #9932197 未加载
comexalmost 10 years ago
It&#x27;s interesting that the network will sometimes misspell words:<p><a href="http:&#x2F;&#x2F;i.imgur.com&#x2F;cFrlyy8.png" rel="nofollow">http:&#x2F;&#x2F;i.imgur.com&#x2F;cFrlyy8.png</a><p>The input was copied from the instructions - &quot;Type a message into the text box, and the network will try to write it out longhand&quot;. But you can see it skipped the &quot;e&quot; in &quot;Type&quot; and added an &quot;h&quot; after the &quot;w&quot; in &quot;network&quot;, and pretty clearly spelled &quot;to&quot; as &quot;du&quot;.<p>It also tried to cross the first vertical line of the &quot;w&quot; in &quot;network&quot; in lieu of adding an actual &quot;t&quot; beforehand (which is arguably an idiosyncrasy a human&#x27;s handwriting might have, if a rather odd one); and stuck a big phantom stroke&#x2F;letter between &quot;T&quot; and &quot;y&quot;.
评论 #9932306 未加载
评论 #9933710 未加载
m0destalmost 10 years ago
It&#x27;s interesting because handwritten notes are seen as one of the last symbols of human authenticity. The unique drawing of each letter seems to prove that a human invested time and thought in directly communicating with you. There was no copy-paste. There was no form letter. This was not a bot. And, based on the length of the note, there was provable effort involved. Both a Turing test and a proof of work problem. The world&#x27;s oldest Captcha.<p>And so begins the devaluing of that proof. Just like when marketers started reproducing the &quot;signature&quot; on every sales letter with blue-colored toner, mimicking the authenticity of a hand signature.<p>I don&#x27;t write handwritten letters, and I don&#x27;t romanticize the past. But our dwindling ability to assess the authenticity of incoming communication is slightly unsettling.
Rexxaralmost 10 years ago
Very strange results with rare Unicode characters (I used &quot;𝕳𝖔𝖜 𝖜𝖊𝖑𝖑 𝖉𝖔𝖊𝖘 𝖙𝖍𝖎𝖘 𝖜𝖔𝖗𝖐&quot;)<p><a href="https:&#x2F;&#x2F;imgur.com&#x2F;a&#x2F;Li8OZ" rel="nofollow">https:&#x2F;&#x2F;imgur.com&#x2F;a&#x2F;Li8OZ</a>
评论 #9933517 未加载
prajitalmost 10 years ago
I implemented this system for the final project of my computer vision class. Couldn&#x27;t get it to work by the deadline, but I&#x27;m very familiar with this paper. Happy to answer any questions.
评论 #9934305 未加载
fallinghawksalmost 10 years ago
I&#x27;m curious as to what happened here:<p>Text entered: this is a test of handwriting generation<p>Style sample #1 selected.<p>All other settings at default.<p><a href="http:&#x2F;&#x2F;imgur.com&#x2F;6b1G5Tj" rel="nofollow">http:&#x2F;&#x2F;imgur.com&#x2F;6b1G5Tj</a><p>Edit: I&#x27;ve tried a couple other styles and haven&#x27;t duplicated this craziness.
评论 #9933048 未加载
评论 #9932844 未加载
评论 #9933204 未加载
评论 #9932675 未加载
Retr0spectrumalmost 10 years ago
Does anyone know what happened here[0]? The input text was &quot;This is a test. Reeeeeeeeeeeeee!&quot;, and I chose the third style.<p>[0] <a href="http:&#x2F;&#x2F;i.imgur.com&#x2F;6B9JkjC.png" rel="nofollow">http:&#x2F;&#x2F;i.imgur.com&#x2F;6B9JkjC.png</a>
评论 #9934634 未加载
评论 #9934605 未加载
Trufaalmost 10 years ago
VERY impressive demo but I find it kind of funny the extra effort it takes to produce a &quot;worse font&quot;.
panicalmost 10 years ago
Creepy: <a href="http:&#x2F;&#x2F;i.imgur.com&#x2F;jvbK94t.png" rel="nofollow">http:&#x2F;&#x2F;i.imgur.com&#x2F;jvbK94t.png</a>
ChrisGrangeralmost 10 years ago
You could use this in conjunction with something like Cleverbot to create a virtual pen-pal who sends you snail mail letters.
评论 #9932977 未加载
hayksaakianalmost 10 years ago
This is really cool!<p>I could see it being used in games to generate hand written notes from data files.
评论 #9932383 未加载