Quickdraw with Google AI

132 点作者 aloknnikhil大约 4 年前

26 条评论

Many people here have pointed out that the data is available -- <a href="https://github.com/googlecreativelab/quickdraw-dataset" rel="nofollow">https://github.com/googlecreativelab/quickdraw-dataset</a>I toyed with it some time ago and was impressed to see that -- in the raw data set -- each drawing is a time-series of strokes i.e. you get a person's drawing (of a penguin, the Mona Lisa, etc.) after 0.1 second of drawing, after 0.2 seconds, etc.I made and (shameless plug!) sell giant algorithmically generated posters which illustrate and play with this idea: each group of 8 rows shows doodles after a decreasing number of seconds. It's fascinating to see how someone's drawing of a "koala" is pretty much set for "success" after a few strokes, while other drawings don't ever really improve with time... or how universal and "well-defined" are drawings of matchsticks, unlike those of kangaroos.<a href="https://gumroad.com/l/quickdrawposter" rel="nofollow">https://gumroad.com/l/quickdrawposter</a> if anyone's ever so inclined!Cheers

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muglug大约 4 年前

Maybe needs a (2016) in the title.Past discussion: <a href="https://news.ycombinator.com/item?id=12965311" rel="nofollow">https://news.ycombinator.com/item?id=12965311</a>

numlock86大约 4 年前

What is amazing takes the fun away at the same time: The detection is way too fast/early. For example you are tasked to draw an octagon, the detection will already trigger once you drew three lines that are roughly aligned at 135° to each other. Draw an elephant? I can see there is something that remotely looks like a trunk and there is an attempt to draw an ear that's merely a stroke at this point. It's an elephant alright!Things like that made me play the game in a different way: Draw it so the AI won't detect it but a human would most likely instantly recognize it. Example: Microphone. Just draw a microphone hanging from a two-segment microphone arm. Start with the arm and add the microphone last and draw a circle around it or point at it. Clearly someone would recognize this as a microphone, while the AI struggles and thinks it's something completely unrelated.

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tyingq大约 4 年前

"Draw Flip Flops in Under 20 Seconds".And, of course, I wasted half of it trying to remember what a latch circuit looked like. Before remembering they probably meant beach shoes.

OnlyMortal大约 4 年前

I read the title as if it was some kind of classic Macintosh API to Google’s “AI”.The title needs rethinking.

jdblair大约 4 年前

When I read the headline, I thought it was QuickDraw, and it was going to be some kind of classic MacOS / Google mashup.

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tonyteate大约 4 年前

As a few other other have pointed out, the data from this game is open-source and accessible in number of ways [1].For an introductory exercise to deep learning for image classification, it's a great alternative (or follow-up) to the classic MNIST dataset [2], which serves as a common "Hello, world" for image-based ML.We trained and deployed such a model for a demo of our mobile ML tool [3][4]. Feel free to ping me if you're interested, would love to chat.[1] <a href="https://github.com/googlecreativelab/quickdraw-dataset#get-the-data" rel="nofollow">https://github.com/googlecreativelab/quickdraw-dataset#get-t...</a>[2] <a href="https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist/#2" rel="nofollow">https://codelabs.developers.google.com/codelabs/cloud-tensor...</a>[3] <a href="https://imgur.com/UagduZX" rel="nofollow">https://imgur.com/UagduZX</a>[4] <a href="https://palletml.com" rel="nofollow">https://palletml.com</a>

Wowfunhappy大约 4 年前

Is there any way to get to a “free-play” mode? I’d like to just try drawing stuff and see if the AI gets it.

allwynpfr大约 4 年前

Link to previous discussion on HN, 4 years ago! <a href="https://news.ycombinator.com/item?id=12965311" rel="nofollow">https://news.ycombinator.com/item?id=12965311</a>

chipgap98大约 4 年前

I assume this is picking from a predefined set of things? As in not all nouns, but a smaller list of possibilities. Otherwise it is pretty impressive that it went 6 for 6 with my terrible drawing abilities.

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_Donny大约 4 年前

I drew a beautiful sea turtle; I was sure it was going to guess it! But no, it couldn't. Then I checked the training set, and it was full of tortoises...I guess they should check their training set :P

_joel大约 4 年前

Hrm, I'm not sure maybe it was a fluke, my drawing is terrible <a href="https://imgur.com/a/R8KE87K" rel="nofollow">https://imgur.com/a/R8KE87K</a>

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rickdeveloper大约 4 年前

I made a camera version of this a few years ago (<a href="https://www.youtube.com/watch?v=GEUrMbx_uac" rel="nofollow">https://www.youtube.com/watch?v=GEUrMbx_uac</a>) using QuickDraw to train the model. I generated thousands of paper-like backgrounds (grayish noise) and pasted the raw drawings on top of it to generate JPEGs.

wdutch大约 4 年前

I love using this as an English Foreign Language teacher. I just wish I could choose a subset of the vocab because some of the words are a bit obscure like "megaphone"

JrProgrammer大约 4 年前

"Draw the mona lisa in under 20 seconds"Who do you think I am?

ChrisArchitect大约 4 年前

(2016)<a href="https://news.ycombinator.com/item?id=12965311" rel="nofollow">https://news.ycombinator.com/item?id=12965311</a>

BugsJustFindMe大约 4 年前

Hmmm...<a href="https://m.imgur.com/a/y73R5Ir" rel="nofollow">https://m.imgur.com/a/y73R5Ir</a>

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Google234大约 4 年前

Well, I learned the I’m bad at drawing :(

holistio大约 4 年前

It doesn't recognise dicks, even though I'm pretty sure it's, uhm, well trained for that.

poglet大约 4 年前

Draw: Sock "I see socks" "sorry I couldn't guess it"

scaraffe大约 4 年前

A bit off-topic, but is there a dataset like this for memes?

aerodog大约 4 年前

Something tells me this would make for a good IQ test

dirtyid大约 4 年前

Recognized my poor squibbles better than my parents.

vekker大约 4 年前

Does anyone know if this is available as an API?

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amelius大约 4 年前

Warning: emits audio.

domatic1大约 4 年前

Fun thing to do is draw a penis first and then start the real drawing