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- Amys_Kapers: #Frocktober day 4 and when you have a chance to get your face on a dress you have to take it!
Shout out to… https://t.co/McrlbDT6iQ
- Amys_Kapers: #Frocktober day 4 and when you have a chance to get your face on a dress you have to take it!
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THANK YOU FOR BEING BACK! 💜
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- woraperth: @web_goddess I am glad you like it ! Thank you for the wonderful talk 🥰 (in reply to web_goddess)
- JanelleCShane: @web_goddess This project sounds so interesting! I've read about the Neural Inverse Knitting project from MIT, but… https://t.co/oEuDlt05sU (in reply to web_goddess)
- doridoidea: .@web_goddess I helped make a repository of several hundred knit texture swatches with uniform yarn and lighting; p… https://t.co/Sc1XBQCBCz
- rudeism: Untitled Goose Controller.
Tonight, 8PM. (12 hrs away!) https://t.co/H1RBWnrrtpTOTAL IMMERSION. https://t.co/6fU19El0u9
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- randomknits: Got knitting? @krishoward is collecting images of stockinette, garter, moss and seed stitch for a machine learning… https://t.co/Vs3KUHjUdr
- RobMurrish: @web_goddess Is synthetic data useful for your training? https://t.co/4x9KAWR7P9 (in reply to web_goddess)
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Hey knitters! I’m working on a knitting + machine learning project and I need a collection of images of stockinette, garter, seed, and moss stitches. Images like these:
If you’re willing to spend a few minutes helping, I’d be so grateful! Just email your images to knittingml@krishoward.org. You can attach multiple images at once if you like.
They don’t have to be swatches; they can be closeups from finished articles. They don’t have to be perfectly straight or blocked or anything like that either. I’m looking for a wide variety, to be honest! Stripes and multiple colours are great! Even fairisle. I want to teach the model to disregard colour, so having photos with it is very helpful. Just no lace or cables or crochet… (yet).
More details
A few years back I gave a talk at several tech conferences about the overlap between knitting patterns and programming languages. As part of that, I talked a bit about KnitML (an old proposed standard for writing patterns in ways computers can understand) and how it could be used with special software to simulate knitted fabric. A few people asked me afterwards if it could go the other way – from a photo of knitting, can you reverse engineer the pattern?
It got me thinking. I know that I can “read” knitting. I do it all the time, and I’m sure other knitters do too. So if I can do it, why not a computer? I’m also fortunate in that I work with some very smart Machine Learning experts and have access to run experiments in the Cloud cheaply. So I decided to give it a try.
I’m starting with image classification. Think facial recognition for knitting swatches. Can I train a model to recognise the difference between stockinette, garter, moss, and seed stitch? The first step is gathering as much training data as I can, hence my request to you all!
So the more the better. Different wools, different colours, different lighting, different angles. It’s all super useful!
And I will definitely share the results back afterwards and thank all contributors. 🙂
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- philnash: It’s a lovely morning in the open plan workspace, and you are a horrible developer.
To-do list:
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- philnash: It’s a lovely morning in the open plan workspace, and you are a horrible developer.
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- darthted: In hotel cafe listening to a ukelele version of day dream believer. #WelcomeToTokyo
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- dunneteach: I was on a field trip with my students today and loved it so much- and so did they. I looked forward to it all week… https://t.co/jN93KQKWd9
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