Views from the southern end of Bute.

#scottishislands #clydeislands #scotland #love #unlimitedscotland #visitscotland #lovescotland #scotlandphotography #andydrane

A pink and white Tulip flower.

https://5-tanya-smith.pixels.com/featured/pink-and-white-tulip-tanya-c-smith.html

#tulip #flowers #floral #AYearForArt #mastoart #spring #photography #buyintoart #wallart #gifts #gift #fediart #fedigiftshop

Sunshine !!! First full day of sunlight today. About time ! The Early morning sunshine was perfect to get the beauty of this female Northern Cardinal. But they are beautiful no matter the weather…#birdwatching #birdphotography #naturephotography #birds #nature #wildlife

Today it's Kitsune...but in fire ! 🔥
which one do you prefer ?

#kitsune #fox #illustration #chane #artist #cute #art #fantasy

Sunset in the Rocky Mountains
By David Lloyd Glover

#art #painting #mastoart #sunset #mountains

I believe that #Buzzards are doing very well over here... No hike without an encounter.

#BirdsinLatin #ButeoButeo
#Birdphotography #Birds #Birdsofthefediverse #birdsofprey
#BirdsofMastodon #Wildlife #Wildlifephotography #Nature

There's a specific grant or fellowship for everything, so where is the one for a middle-aged retired military PhD candidate in Japanese/military history, staring at the end of his funding, with teenage kids who have Type 1 Diabetes? Asking for a friend.

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Interior Mars habitat designed by Gustav Klimt
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle  #aiart #nightcafe #midjourney​

Mars habitat designed by Gustav Klimt
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle  #aiart #nightcafe #midjourney​

Starship Toad
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle #aiart #nightcafe #midjourney

I have been doing art the last month. I just got lost in terms of what I did when and tracking all that, which I do more for me than anyone else to track progress and such. Hopefully, I'll get some kind of record together today or tomorrow.

Meanwhile, I'm working on this for the hubs @f. At his request. I have not used animal fur brushes in Procreate before and I have almost zero experience in creating my own weird imaginary creatures, so this should be interesting. I do not promise good! LOL

#ArtMatters #AYearForArt #Procreate #ProcreateArt #DigitalArt #WomensArt #WomenArtists #ArtistsOnMastodon
A screenshot of the Procreate i…

There are several macOS #StableDiffusion GUIs (besides the web GUIs) out there:

1. Diffusion Bee: https://github.com/divamgupta/diffusionbee-stable-diffusion-ui — the grand-daddy of them all since it has been around since the early days.

2. Swift CoreML Diffusers: https://github.com/huggingface/swift-coreml-diffusers — the original CoreML GUI from HuggingFace which started out a new bunch of UIs.

3. MochiDiffusion: https://github.com/godly-devotion/MochiDiffusion — based on the codebase for #2 but now seems to be hard-forked.

4. Ink Bot: https://testflight.apple.com/join/40gExWSM — No website for the app, only the TestFlight page and some info on Mastodon.

I’ve tried all of the above and have even done my own fork of #2 and added my own features: https://github.com/FahimF/swift-coreml-diffusers/

But of the lot, I think I like Ink Bot the best … provided it had a few more features/tweaks. Unfortunately, since it’s closed source, I can’t modify the code to add the features I want 😛

So either I have to go back to my fork of the HuggingFace UI, or start with one of the other options and add the features I want. But I’m still working on my fork of Tusker (Fediverse client in case the sudden segue is confusing …) to add the features I want there … And I want the weekend for reading/writing.

What do do? I don’t know … The urge to code is hard 😜

And that's a wrap with 11 out of 76 new and updated papers on arXiv under the cs.CV category posted today.

See y'all tomorrow 🙂

#AI #CV #NewPapers #DeepLearning #MachineLearning

"Fast Sampling of Diffusion Models via Operator Learning. (arXiv:2211.13449v2 [cs.LG] UPDATED)" — Accelerating the sampling process of diffusion models using neural operators, an efficient method to solve the probability flow differential equations.

Paper: http://arxiv.org/abs/2211.13449

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Illustration of the architectur…

"Diffusion-based Image Translation using Disentangled Style and Content Representation. (arXiv:2209.15264v2 [cs.CV] UPDATED)" — A novel diffusion-based unsupervised image translation method using disentangled style and content representation inspired by the splicing Vision Transformer.

Paper: http://arxiv.org/abs/2209.15264
Code: https://github.com/cyclomon/DiffuseIT

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Qualitative comparison of text-…

"Stable Target Field for Reduced Variance Score Estimation in Diffusion Models. (arXiv:2302.00670v1 [cs.LG])" — A method to improve diffusion models by by reducing the variance of the training targets in their denoising score-matching objective. This is achieved by incorporating a reference batch which is used to calculate weighted conditional scores as more stable training targets.

Paper: http://arxiv.org/abs/2302.00670
Code: https://github.com/Newbeeer/stf

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Illustration of differences bet…

"Continuous U-Net: Faster, Greater and Noiseless. (arXiv:2302.00626v1 [cs.CV])" — A novel family of networks for image segmentation which is a continuous deep neural network that introduces new dynamic blocks modelled by second order ordinary differential equations to overcome some of the limitations in current U-Net architectures.

Paper: http://arxiv.org/abs/2302.00626

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Visual comparison of our contin…

"Inching Towards Automated Understanding of the Meaning of Art: An Application to Computational Analysis of Mondrian's Artwork. (arXiv:2302.00594v1 [cs.CV])" — An attempt to identify capabilities that are related to semantic processing, a current limitation of Deep Neural Networks (DNN), which identifies the missing capabilities by comparing the process of understanding Mondrian's paintings with the process of understanding electronic circuit designs, another creative problem solving instance.

Paper: http://arxiv.org/abs/2302.00594

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Possible cognitive architecture…

"EfficientRep:An Efficient Repvgg-style ConvNets with Hardware-aware Neural Network Design. (arXiv:2302.00386v1 [cs.CV])" — A hardware-efficient architecture of convolutional neural network, which has a repvgg-like architecture which is high-computation hardware(e.g. GPU) friendly.

Paper: http://arxiv.org/abs/2302.00386

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Design of EfficientRep