"DeepAstroUDA: Semi-Supervised Universal Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly Detection. (arXiv:2302.02005v1 [astro-ph.GA])" — A universal domain adaptation method to overcome the challenge of artificial intelligence methods extracting dataset-specific, non-robust features.

Paper: http://arxiv.org/abs/2302.02005

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Example images from the source …

@RebeccaSlatkin Mastodon really isn’t a Twitter replacement — not in the sense of being able to get people’s opinions from a large sample of people. I’ve come to accept it.

I used to follow a bunch of tech news sites so that I can get news about breaking tech news on Twitter. None of those accounts are here and I haven’t been able to find replacements. So I generally go without tech news now. Not ideal, but you do what works for you, I guess 🙂

Sure, I could go back to Twitter, but I don’t want to. I like it here. So I’ve decided to adapt to the new environment … Sure would love to find some tech news sources on here though …

@harshil@mastodon.socia

@RebeccaSlatkin @Ronnie What Apple event?

@RebeccaSlatkin A matter of perspective and usage, I think 🙂 I’ve not needed to use search once since switching to Mastodon, but then there are certainly people who depend on search a lot.

My understanding is, as @harshil said, historically people on Mastodon are opposed to text search because it can be used to harass and intimidate people. So hashtags usage is encouraged so that things can be found. But that doesn’t always work well since not everybody uses hashtags.

The other suggestion is to favourite/bookmark since you can do full text search on items you’ve favourited/bookmarked (at least on some flavours of Fedi servers). But again, not ideal since you might want to search for things that you haven’t seen.

But then again, I can also see the point of people who don’t want to be searched/found. This is probably going to get worse as more people move over to Mastodon both in terms of asking for full text search and in terms of the possibility of using search offensively increasing …

My walk along the sewage runoff “creek” had surprisingly good birds today. This guy hangs out there frequently so is quite used to walkers and is unbothered by lookyloos!
#birdwatching #birds #photography #nature #wildlife #birdphotography

I guess three wasn't enough.
https://patreon.com/lowqualityfacts

A total of 91 papers in the cs.CV category on arXiv.org today — 48 new, 43 updated.

So a balanced set of new and updated papers today? On to reading …

#AI #CV #NewPapers #DeepLearning #MachineLearning

NASA is hiring a Chief Data Officer. I'll bet a few of you know someone who absolutely needs to know about this opportunity: https://www.usajobs.gov/job/700799600

Hello all! #introduction
I'm a (soon to start)PhD student at the Leibniz Institute for Analytical Sciences - ISAS. I am passionate about applying #deeplearning 🤖 methods to #biology 🐞 , especially #bioimageanalysis. I mostly work in #python , though I'm trying to learn #julia.

I like sunshine 🌞 , nature ⛰️ , and adventures! Also, I'm a coffee addict, and it always never fails to lift my mood 😁

I'm looking forward to following people doing amazing #science 🔬 here at #qoto, and being part of this wholesome #community!

Who am I, and why am I here? #introduction

I am a machine learning researcher, using tools from #Bayes, #stats, #optimization, #informationgeometry, #deeplearning, signal processing, etc.

I care deeply about people, their well-being, inclusion, diversity, equity, privacy, and justice.

I believe in slow and rigorous scientific process, to add value to existing knowledge, and improve positive impact on society.

I am here to learn about all of these.

More about at https://emtiyaz.github.io/

A new post-doc/research scientist position is available in our group! Please help me spread the word.
https://www.riken.jp/en/careers/researchers/20230203_3/index.html

RT @Astronomiaum
Pensando muito nisso aqui 🤯

I bet sometimes lice go in wigs without realizing it's a wig and when they find out they feel so dumb.

I can't wait for the big game.
https://patreon.com/lowqualityfacts

Sunrise and moonrise today in #Bath #Somerset #UK.
#Sunrise #Moonrise #Sun #Moon #Weather #Nature #City

Delicate knots, velvet, and beads entwine in Julia Shore’s mossy embroideries. #mosstodon

https://www.thisiscolossal.com/2023/01/julia-shore-moss-embroidery/

@harshad Love changes that take place during sunrises and sunsets. You are absolutely right about the urgency of time. Some of my sunsets have been so fleeting, like 30 seconds in which a minute delay means a complete bust on getting the most amazing picture.

Summer where I live, the sun takes 4 minutes from this stage of sunset in attached picture until the whole sun disappears. Winter, it takes 60 seconds.
#sunset #photography #nature #naturephotography #mississippi

Yum.
https://patreon.com/lowqualityfacts

@karenyin I use post in all the Fediverse apps I work on. “Toot” just seemed weird to me and “Publish” is just too long. “Post” hits the Goldilocks spot 😛

#Introduction
hej, i’m intrigued abt this move 🌌 🪐 .

i’m hoping to connect with those interested in #RStats, #Psychology and #MentalHealth.

i’m a psychology researcher working with computer scientists to develop the r-package {text} (https://r-text.org/) that enables you to use state-of-the-art #NaturalLanguageProcessing and #MachineLearning techniques to analyze natural language data.

i’m planning to share updates we do to the text-package 📦 under #RStats and #Rtext

Peace out ✌️