"When Source-Free Domain Adaptation Meets Label Propagation. (arXiv:2301.08413v1 [cs.CV])" — An approach that tries to achieve efficient feature clustering from the perspective of label propagation by dividing the target data into inner and outlier samples based on the adaptive threshold of the learning state, and applying a customized learning strategy to best fits the data property.

Paper: http://arxiv.org/abs/2301.08413

#AI #CV #NewPaper #DeepLearning #MachineLearning

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A toy illustration of target fe…

@mikaelacaron Well, if you have an Apple Silicon device, then a lot of the iOS stuff will run on it … Not Ivory (at least the TestFlight version) and a few others but a lot will but some stuff is annoying — like closing the app will close it fully instead of just keeping it in the dock, which is what I expect from macOS apps 😛

"Open-Set Likelihood Maximization for Few-Shot Learning. (arXiv:2301.08390v1 [cs.CV])" — A generalization of the maximum likelihood principle, in which latent scores down-weighing the influence of potential outliers are introduced alongside the usual parametric model. This implementation can be applied on top of any pre-trained model seamlessly.

Paper: http://arxiv.org/abs/2301.08390

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Intuition behind OSLO. Standard…

@mikaelacaron I thinkI might have like 5 installed but hardly ever use ‘em since I’m no macOS most of the time and there’s sadly very few clients out there that work on #macOS, have the features I really want, *and* work with Akkoma 😛

Was using Ivory to get notifications on iOS (so that I hear when new posts come in) since I have volume turned down on the MacBook, but then I switched to Akkoma and Ivory won’t work with Akkoma 😞

A total of 51 papers in the cs.CV category on arXiv.org today — 28 new, 23 updated.

Time to start reading papers and taking screenshots 😛

#AI #CV #DeepLearning #MachineLearning #NewPapers

Since switching over to the Fedi-side, I have looked at a lot of Mastodon/Fediverse clients …

Outside of the ones I’ve just looked at or used just for a little while, there are a few that I’ve dallied with quite extensively.

First, there’s the Mastonaut fork that I’ve been working on — written in #Swift for #macOS only:
https://github.com/FahimF/Mastonaut

Then, there’s the private fork of IcueCubesApp that I was working on because that app does not work with Akkoma at the moment — this one was #Swift and #SwiftUI but worked on both #iOS and #macOS:
https://github.com/Dimillian/IceCubesApp

Then there was the pure #JavaScript one I started from scratch because I wanted something which would work on any platform.

I stopped working on the JavaScript client because I wanted something that worked now and was too impatient to get my own client working 😛

The IceCubes clone had too many #SwiftUI issues for my taste and so I went back to Mastonaut for the time being. Trouble is, my wife uses iOS for most of her Fediverse traversal and so that leaves her out of things …

I was hoping to get Mastonaut working to my taste so that I have something I can use now and then go back to the JavaScript client so that I have an option which works anywhere. And I thought I was on my way there …

But today I discover that Mastonaut will not reblog when connected to Akkoma. And based on the bug report below, it looks as if this is an Akkoma/Pleroma issue since the error I get is the exact same one:
https://github.com/TwidereProject/Twidere-Android/issues/1460

I’d really like to have one client which works on every platform, has all the features that make life easy for me, and works with all the different Fediverse servers. Is that too much to ask for? 😛

#Fediverse #Software #Apps

It's #Sunday and I can't hear a thing so it must be #SilentSunday

I'm sneaking this in for #StandingStoneSunday just because I like it.

I always think of cairns and Trig Points as some sort of #StoneCircle where you have to go out and join the dots.

#Photography #Cumbria #LakeDistrict

Follow up #introduction since I didn’t include actual searchable tags! In real life I like jokes and roller derby but here I mainly talk about #nlproc #nlp #scienceofdl #trainingdynamics #deeplearning #losslandscapes #compositionality #generalization

Looking to connect socially and professionally with women and nonbinary folks in iOS! Especially if you’re brown, queer, genderqueer, or otherwise marginalized.

Please boost for reach 💜

#SilentSunday

Gather ‘round and let me tell you the story of how the world moved on, and the birth of the sixth sun.

#screenshotsatuday #gamedev #indiedev #gaming #ConceptArt #ExodusProtocol #Lore #aiart #MidJourney

⚪ Mehr... Lieblingsfotos?
🟤 More... Favorite photos?
📷 by Artist: #SaefullRegina in Loc.: Indonesia 🇮🇩 - Title: untitled, Morning dew on a plant. (via Geometry in Nature) - #Streetart #Art #Mastoart #Spiral #Dandelion ? #Plants #Photography #Fotografie
➡️ #APhotoLove

Rabbit as Cleopatra queen of the Nile
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle  #aiart #nightcafe #midjourney​

"Say it's only a paper moon
Sailing over a cardboard sea
But it wouldn't be make-believe
If you believed in me"
Midjourney 4 AI Art #stablediffusion #dalle2 #dalle #aiart #nightcafe #midjourney

Look out the window, the world is changing!
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle #aiart #nightcafe #midjourney

Why is gravity so cheap?

Why Because it's mass-produced.

Oh, I just saw many people here are posting squirrels because it's Squirrel Appreciation Day.

This little guy here is a bit shy, but he came out of his hiding place to say "Hallo" and he appreciates being appreciated 😀

https://kathrin-poersch.pixels.com/featured/gray-squirrel-feeling-watched-kathrin-poersch.html

#SquirrelAppreciationDay #squirrel #animal #wildlife #AnimalPhotography #WildlifePhotography #FediGiftShop #prints #AYearForArt #eichhörnchen

#FontsPoint, #AnzaBorrego

These lenticular clouds wafted above the #California #Desert at dusk.

#CanonG5X #photography #picture #OAA #Nature #NaturePhotography #Landscape #LandscapePhotography #SaturdayVibes #Saturday #TravelPhotography #travel #WellTravelled

I originally came up here in Dec when we got some snow. However I got the timing wrong and missed the shot and thought I would never get another chance. Thankfully with the snow and a decent sunset I came up here again early this time! Finally caught as I wanted it ! #sunset #sunsetphotography #landscapephotography #landscape #yorkshire #WestYorkshire #winter #snow #dusk #bluehour #photography #nikon #nikonphotography #benbo

Today, I felt like drawing a colorful cell. So I did.

#inkyDays #SciArt #GenerativeArt #ink #drawing #art #CellBiology #fediart #MastoArt