"simple diffusion: End-to-end diffusion for high resolution images. (arXiv:2301.11093v1 [cs.CV])" — Improve denoising diffusion for high resolution images while keeping the model as simple as possible and obtaining performance comparable to the latent diffusion-based approaches?

Paper: http://arxiv.org/abs/2301.11093

#AI #CV #NewPaper #DeepLearning #MachineLearning

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A dslr photo of a frog wearing…

Another of my fluid abstractions. 'Awestruck.' Think I should just call them my restlessness series since i only draw them when I'm stuck wanting to do 5 things at once and not being able to prioritize. #mastoart #abstract #illustration

I went to two exhibits this week; one by Sidne Teske, and another by Phyllis Shafer; my second visit before the show closes tomorrow. So fortunate to have opportunities to see amazing artwork in person. Always make me want to hurry home and get to work in my studio. Artwork is hard work.

#MastoArt #fediart #womensart #artistsonmastodon

"Rewarded meta-pruning: Meta Learning with Rewards for Channel Pruning. (arXiv:2301.11063v1 [cs.CV])" — A method to reduce the parameters and FLOPs for computational efficiency in deep learning models by introducing accuracy and efficiency coefficients to control the trade-off between the accuracy of the network and its computing efficiency.

Paper: http://arxiv.org/abs/2301.11063

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Reward at varying Accuracies an…

"Explore the Power of Dropout on Few-shot Learning. (arXiv:2301.11015v1 [cs.CV])" — An exploration of the power of the dropout regularization technique on few-shot learning and provide some insights about how to use it.

Paper: http://arxiv.org/abs/2301.11015

#AI #CV #NewPaper #DeepLearning #MachineLearning

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The generalization power of tra…

"On the Importance of Noise Scheduling for Diffusion Models. (arXiv:2301.10972v1 [cs.CV])" — A study of the effect of noise scheduling strategies for denoising diffusion generative models which finds that the noise scheduling is crucial for performance.

Paper: http://arxiv.org/abs/2301.10972

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Random samples generated by our…

"ITstyler: Image-optimized Text-based Style Transfer. (arXiv:2301.10916v1 [cs.CV])" — A data-efficient text-based style transfer method that does not require optimization at the inference stage where the text input is converted to the style space of the pre-trained VGG network to realize a more effective style swap.

Paper: http://arxiv.org/abs/2301.10916

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Overview stylization results of…

"Distilling Cognitive Backdoor Patterns within an Image. (arXiv:2301.10908v1 [cs.LG])" — A simple method to distill and detect backdoor patterns within an image by extracting the "minimal essence" from an input image responsible for the model's prediction.

Paper: http://arxiv.org/abs/2301.10908
Code: https://github.com/HanxunH/CognitiveDistillation

#AI #CV #NewPaper #DeepLearning #MachineLearning

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On the left, First row: a clean…

A total of 55 papers in the cs.CV category on arXiv.org today — 44 new, 11 updated.

And off we go to see the wonderful wiz ... erm ... wrong one ... off we go to read the papers 😛

#AI #CV #NewPapers #DeepLearning #MachineLearning

I told a friend that her skin looked fabulous. She said “thanks, I grew it myself.“ This is exactly the kind of person I strive diligently to keep around me.

It’s a beautiful daily routine tiptoeing down to the #pond to supplement the native frog #tadpoles’ diet in the early mornings.

Luckily, the everyday #harvest of fresh #greens for lunch includes their favorite (baby spinach). Many other greens are growing, but regular hand picking allows spells for regrowth, and we only plant what will actually grow in this environment. Some are volunteers. Today’s harvest in midsummer coastal #Australia includes:

Spinach, silver beet, kale, rocket, cress, sorrel, Asian greens, spring onion, basil, parsley, sage, rosemary, thyme, coriander, mint, nasturtium, leek, green beans, tomato, capsicum, baby eggplant, radish, edible flowers, together with a handful of wild greens grown mostly to attract beneficial insects with their flowers.

Orchard #Swallowtail caterpillars have appeared on the citrus, to increase the neighborhood butterfly population.

#Gardening #FreshGreens #Organic #WildGreens #NoChemicals #EdibleFlowers #Tadpoles #Butterflies #Habitat

I’m extremely pleased with Tusker so far. I can’t come up with specifics as to why it’s such a great experience, but after having tried multiple Mastodon clients (on macOS, web, and iOS) this is the first one that I’m so happy with.

I’ve done some tweaks to the UI so far and there is a bunch of other things that I (or the wife) want tweaked, but even without the pending tweaks, I’m happier with the overall experience of Tusker than I’ve been with any of the other clients I’ve tried 🙂

I just need to get some of these issues fixed (like not being able to use the emoji picker in the post editor) and I’ll be golden!

This is a dabble in making faux kraft-tone prints! I had a sketch of Spock that I wanted to enhance with this brush kit, and with the layer settings I can replicate the vintage process for prints as well. Let me know what you think, as I foresee some wonderful artwork in this style coming soon!

#MastoArt #Artist #DigitalArt #Sketch #Doodle #KraftTone #Vintage #Spock #StarTrek

My wife decided to learn #Python and, with absolute deadpan seriousness, refers to curly brackets exclusively as "squirrelly brackets".

Not only do I not correct her, I have now adopted this term as canonical.

Machine Learning Q and AI -- Expand your machine learning & AI knowledge with 30 questions and answers.

An early-access version of my new book, my first book in the era of ChatGPT, is now available on Leanpub:
https://leanpub.com/machine-learning-q-and-ai/

Would love to hear what you think!

Happy weekend & happy learning!

#machinelearning #ai #deeplearning

@mrcippy @davemark I believe you can report them to the admins of the server they are on and if the admins don’t take action, report the server to your server admin so that (possibly) that server can be blocked …

But personally, I just block the person and move on. There’s only so much time available to do stuff 😛

So do you want to learn to write science fiction and fantasy with Alastair Reynolds and me?
We're doing an online course in November-December and you can sign up now!
https://www.tynewydd.wales/course/digital-course-sci-fi-fantasy/

@film_girl Thanks for this 🙂 I’ve been known to trawl GitHub looking for Mastodon related projects … and yet there are some here that I’ve not found before.

Unfortunately, the client I like the best at the moment is not on GitHub. So can’t suggest that for the list.

@Akki Funnily enough, that song’s been going through my head (in various weird incarnations) for the last couple of days. I think it started with us watching “Fisherman’s Friends: One and All” but I could be wrong …

By way of #introduction, I'm a software engineer specializing in #MachineLearning platform + infrastructure. I currently work at Spotify. I also worked at the bird factory for a time.

Outside of work, I like cooking, liquor, gaming, literature, and language (current focus: Japanese).