"Continuous Spatiotemporal Transformers. (arXiv:2301.13338v1 [cs.LG])" — A new transformer architecture that is designed for the modeling of continuous systems which guarantees a continuous and smooth output via optimization in Sobolev space.

Paper: http://arxiv.org/abs/2301.13338

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Diagram of CST’s workflow. (A) …

"ERA-Solver: Error-Robust Adams Solver for Fast Sampling of Diffusion Probabilistic Models. (arXiv:2301.12935v2 [cs.LG] UPDATED)" — An error-robust Adams solver (ERA-Solver), which utilizes the implicit Adams numerical method that consists of a predictor and a corrector.

Paper: http://arxiv.org/abs/2301.12935
Note: The PDF for this version of the paper is currently not available

#AI #CV #NewPaper #DeepLearning #MachineLearning

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We adopt the pretrained diffusi…

"PromptMix: Text-to-image diffusion models enhance the performance of lightweight networks. (arXiv:2301.12914v2 [cs.CV] UPDATED)" — A method for artificially boosting the size of existing datasets, that can be used to improve the performance of lightweight networks.

Paper: http://arxiv.org/abs/2301.12914

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Overview of PromptMix

"MOAT: Alternating Mobile Convolution and Attention Brings Strong Vision Models. (arXiv:2210.01820v2 [cs.CV] UPDATED)" — A family of neural networks that build on top of mobile convolution (i.e., inverted residual blocks) and attention which not only enhances the network representation capacity, but also produces better downsampled features.

Paper: http://arxiv.org/abs/2210.01820
Code: https://github.com/google-research/deeplab2

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Block comparison. (a) The MBCon…

@AngelaPreston That's all we can do, I guess. Believe in a better tomorrow and do what we can to make it so 🙂

@AngelaPreston I'm sure it will be ... or at least, hope it will be for you.

A total of 89 papers in the cs.CV category on arXiv.org today — 66 new, 23 updated.

Same number of overall papers as yesterday, but a lot more new (vs updated) papers today. On to the reading ...

#AI #CV #NewPapers #DeepLearning #MachineLearning

I’ve dabbled with three different #StableDiffusion GUIs over the last few months (in addition to the ones I coded myself, of course ..). They are:
1. Automatic1111: https://github.com/AUTOMATIC1111/stable-diffusion-webui
2. InvokeAI: https://github.com/invoke-ai/InvokeAI
3. Stable Diffusion UI: https://github.com/cmdr2/stable-diffusion-ui

Personally for me, Automatic1111 has always been harder to get working right. Something or other will break in terms of dependencies, or it will take way too much effort to get working right. So that’s kind of out of the running.

The other two install easily on both macOS and Windows and the installers work right and the GUI is nice in both. So I’ve been trying to decide between the two …

Just installed the latest InvokeAI and it has a model manager which actually lets you do useful stuff via the WebUI and the decision seems an easy one … till of course, Stable Diffusion UI catches up 😛

“There are two seasons in Scotland. June and winter.”
“In Scotland, there's no such thing as bad weather, only the wrong clothes.”

Billy Connolly

I beg to differ. We had all four seasons today - rain, sunshine, hail, high winds, more sun, more showers. He’s right about the clothing though.

This scene in the afternoon near our local shore. Grass, seaweed, rocks, the sea, the cliffs and the clouded sky infused with palest gold. Brodie glowing in his fur coat.

#winter #dogsofmastodon #golden

Every afternoon at 4 o’clock they meet to read together.
#books #reading #robots #ai #aiart #midjourney

If you're into #data or #design, and you're around #Melbourne #Naarm in March, then you might like Data Informed Design conference - #DiD23

It's produced by Place Intelligence, who do good things in the urban design space.

https://did.placeintelligence.ai

cc @FionaGrayPhD

moss on a redbud

Try saying it like a Victorian British exclamation of dismay: "Moss on a redbud, man! What is this country coming to??" 🧐

#mosstodon

The tactical chicken response team was formed to handle unpredictable farm emergencies. Armed with their trusty tools and quick thinking, they successfully foiled a treacherous plot to steal the farmer's prized produce.

#chatgpt #stablediffusion #aiart #aiartcommunity #chicken

#ThickTrunkTuesday

Zum #ThickTrunkTuesday zwei #Bäume im Trittauer Forst

#trittau #storman #wald #natur #naturephotography

This weekend we had our national birdcount... Somewhere between 150-200 thousand people count their garden birds and report their results. One shocking outcome is the sharply decreasing number of beautiful #GreenFinches like this one...

#birdsinlatin #ChlorisChloris
#Birdphotography #Birds #Birdsofthefediverse
#BirdsofMastodon #Wildlife #Wildlifephotography #Nature

When the sun goes down the magic starts...

Lagoon City Venice/Italy
wostphoto.com/just-shot
#photography #cityscape #gondolas #sunset #venice #venezia #venedig #travel #Italy

Purple Anamone flower #Love #Liebe #ValentinesDay #Romance #Romantic #2023AYearForArt #AnomoneFlower #Purple #BuyArtNotCandy #ValentinesDay2023 #AYearForArt #JanuaryJoy #Art #Artist #LoveArt #IrisRichardsonArtist #ArtCollector #ArtMatters #mastoart #FediGiftShop https://iris-richardson.pixels.com/featured/1-purple-anemone-flower-iris-richardson.html

Very old olive trees in Puglia, Italy

YOU CAN SEE IT HERE IN FULL:
https://fineartamerica.com/featured/very-old-olive-trees-in-puglia-italy-patricia-hofmeester.html

By https://pixels.com/profiles/patricia-hofmeester/shop #WallArt #homedecor #fineart #BuyIntoArt #AYearForArt ##LoveArt #BuyArtNotCandy #photography #olivetrees #puglia #sunset #Italy