"Don't Play Favorites: Minority Guidance for Diffusion Models. (arXiv:2301.12334v1 [cs.LG])" — A framework that can make the generation process of the diffusion models focus on the minority samples, which are instances that lie on low-density regions of a data manifold.

Paper: http://arxiv.org/abs/2301.12334

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Diffusion models play favorites…

"SEGA: Instructing Diffusion using Semantic Dimensions. (arXiv:2301.12247v1 [cs.CV])" — A semantic guidance method for diffusion models to allow making subtle and extensive edits and changes in composition and style, as well as optimize the overall artistic conception.

Paper: http://arxiv.org/abs/2301.12247

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Semantic control over image gen…

"Anticipate, Ensemble and Prune: Improving Convolutional Neural Networks via Aggregated Early Exits. (arXiv:2301.12168v1 [cs.LG])" — A new training technique based on weighted ensembles of early exits, which aims at exploiting the information in the structure of networks to maximise their performance.

Paper: http://arxiv.org/abs/2301.12168

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Outline of the AEP technique. O…

"ClusterFuG: Clustering Fully connected Graphs by Multicut. (arXiv:2301.12159v1 [cs.CV])" — A simpler and potentially better performing graph clustering formulation based on multicut (a.k.a. weighted correlation clustering) on the complete graph.

Paper: http://arxiv.org/abs/2301.12159

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Example illustration of dense m…

"Towards Equitable Representation in Text-to-Image Synthesis Models with the Cross-Cultural Understanding Benchmark (CCUB) Dataset. (arXiv:2301.12073v1 [cs.CV])" — A culturally-aware priming approach for text-to-image synthesis using a small but culturally curated dataset to fight the bias prevalent in giant datasets.

Paper: http://arxiv.org/abs/2301.12073

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Sample images generated for fiv…

"Cross-Architectural Positive Pairs improve the effectiveness of Self-Supervised Learning. (arXiv:2301.12025v1 [cs.CV])" — A novel self-supervised learning approach that leverages Transformer and CNN simultaneously to overcome the issues with existing self-supervised techniques which have extreme computational requirements and suffer a substantial drop in performance with a reduction in batch size or pretraining epochs.

Paper: http://arxiv.org/abs/2301.12025

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In our proposed self-supervised…

"Improved knowledge distillation by utilizing backward pass knowledge in neural networks. (arXiv:2301.12006v1 [cs.LG])" — Addressing the issue with Knowledge Distillation (KD) where there is no guarantee that the model would match in areas for which you do not have enough training samples, by generating new auxiliary training samples based on extracting knowledge from the backward pass of the teacher in the areas where the student diverges greatly from the teacher.

Paper: http://arxiv.org/abs/2301.12006

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a) Minimization Step: Using the…

"RGB Arabic Alphabets Sign Language Dataset. (arXiv:2301.11932v1 [cs.CV])" — An Arabic Alphabet Sign Language (AASL) dataset comprising of 7,856 raw and fully labelled RGB images of the Arabic sign language alphabets which might be the first such publicly available dataset.

Paper: http://arxiv.org/abs/2301.11932

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Sample images from the dataset

A total of 89 papers in the cs.CV category on arXiv.org today — 37 new, 52 updated.

Lots of updates today ... So on to seeing if there's anything interesting in there 🙂

#AI #CV #NewPapers #DeepLearning #MachineLearning

The worst thing about having your password stolen is having to rename the dog.

I’m thinking of writing a serialised story on here since Akkoma gives me plenty of space for writing. Maybe do something where each instalment is about a 1,000 words, accompany it with StableDiffusion images (or images generated by StableDiffusion that my wife modifies/tweaks — we talked about it, but still figuring out that part …) and do a part every few days or something?

I have a story brewing in my head which is perfect for this but just need to find the time. What with work and the AI papers, weekdays are kind of full and I really need the time for things to percolate properly if I want to write and it’s fun. So maybe write over the weekends and publish over the week?

Still thinking about this … It’s a fun story that both my wife and I have worked on for years, but this is a totally different take on that, and so essentially, a new story 🙂

Tusker is really coming into its own for me. I’ve done a bunch of changes to make it work better on macOS as a Catalyst app (mostly to do with remembering placement of the windows and such) and have added in notifications since I forget to check for new posts if there’s no badge on the app …

Still have a few things I’d like to fix but overall, I still like the app and how much easier it is to modify than most of the other Mastodon app code I’ve looked at recently.

So looks as if I’m going with Tusker and will continue to tinker with it. Most of the stuff I’ve added is rough and needs polishing but then I need to find the time to do that, don’t I? 😛

We're looking for a product manager for our digital archive data services at The National Archives (UK). Permanent, full-time (though job share and part-time also considered), hybrid working (2 days a month onsite usually the minimum), senior executive officer grade, £47,000 plus benefits https://www.civilservicejobs.service.gov.uk/csr/jobs.cgi?jcode=1836179 #DigiPres #DigitalPreservation

Hey Mastodon, I’m trying to help find someone doing research involving human facial EMG recording. (e.g. levator labii and corrugator signals) You know anyone? Heard any rumors?
#EMG
#Electromyography

Arturo, chilly this morning but making an effort to be adorable as ever.

#asstodon

“[E]verything is a challenge. You have to answer challenge with creative effort. That’s the only thing you can do.”

— Isamu Noguchi, Japanese-American artist, sculptor, designer, landscape architect (1904-1988)
#IsamuNoguchi #Noguchi #Sculpture #Creativity

Happy hummingbird zoomies

Alien babydoll
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle #aiart #nightcafe #midjourney

I looked at her and said.. I think that's enough, it's but Monday - chill. However her body language stated she was on a mission. ( or he)!

Photo pd ~ that be me
I leave my camera on the table for unexpected visitors such as she/he.

#Birds #BirdPhotography
#MondayMood
#MondayMotivation #Motivated
#Monday
#PhotoOfTheDay
#Photography
#Robin #NaturePhotography
#Nature

I created a story in my mind’s eye about these two when I saw them fishing on this little bayside dock. I imagined that they’ve grown old together & still enjoy doing the little things in life as a couple ... things that are the glue that make a relationship last.

#fishing #love #romantic #ValentinesDay #Valentine #MastodonArt #FediArt #art #MastodonArtists #photography #MastoPhotography #MastoPhoto #Mastodon #Fediverse #FediGiftShop #AYearForArt

My work HERE: https://hhphotography.pixels.com/featured/just-you-and-me-hh-photography-of-florida.html