"What do we learn? Debunking the Myth of Unsupervised Outlier Detection. (arXiv:2206.03698v2 [cs.CV] UPDATED)" — An investigation into what Auto-Encoders (AE) actually learn when they are posed to solve two different tasks and challenging the assumption that AEs are likely to be even better at reconstructing some types of Out-of-Distribution (OoD) samples.

Paper: http://arxiv.org/abs/2206.03698

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Unsupervised outlier detection …

"Improved Vector Quantized Diffusion Models. (arXiv:2205.16007v2 [cs.CV] UPDATED)" — Two techniques to improve the sample quality of VQ-Diffusion. 1) Explore classifier-free guidance sampling for discrete denoising diffusion models to propose a more general and effective implementation of classifier-free guidance. 2) Use a high-quality inference strategy to alleviate the joint distribution issue in VQ-Diffusion.

Paper: http://arxiv.org/abs/2205.16007
Code: https://github.com/microsoft/vq-diffusion
Demos: https://huggingface.co/spaces/patrickvonplaten/vq-vs-stable-diffusion
https://huggingface.co/spaces/williamberman/vq-diffusion

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In-the-wild text-to-image synth…

this is one of my favorite pictures i've taken. it's hard to see when not zoomed in but above this little #PalmWarbler there's a grasshopper sitting on a leaf. i love a good bogo deal. #birds #grasshoppers #prairie

“Mining Effective Features Using Quantum Entropy for Humor Recognition” — A paper which looks at dividing a joke into two components — the setup and the punchline — and examining the possible semantics and relationships between these components.

Paper: https://arxiv.org/abs/2302.03716

#NewPaper #Language #Computation

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A humor and non-humor example c…

"STILL AROUND": Experiences and Survival Strategies of Veteran Women Software Developers
— 14 interviews to examine the experiences of people at the intersection of ageism and sexism to see how these factors can create a hostile environment for veteran software developers belonging to marginalized genders.

Paper: https://arxiv.org/abs/2302.03723

#NewPaper #SoftwareEngineering

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Sitting with a warm, furry, relaxed puppy on your lap is the absolute best way to wait for the sun to set.
For your viewing pleasure, here is the sunset on the beautiful north coast of California. Almost in real time.
Mastodon was a great find for me when I needed an outlet most.
Sending feel-good vibes your way.
#Sunset

"Zero-shot Generation of Coherent Storybook from Plain Text Story using Diffusion Models. (arXiv:2302.03900v1 [cs.CV])" — A neural pipeline for generating a coherent storybook from the plain text of a story by leveraging a combination of a pre-trained Large Language Model and a text-guided Latent Diffusion Model to generate coherent images.

Paper: http://arxiv.org/abs/2302.03900

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Zero-shot generation example of…

"Neural Artistic Style Transfer with Conditional Adversaria. (arXiv:2302.03875v1 [cs.CV])" — Two methods that step toward a style image independent neural style transfer model which could generate semantically accurate generated images for any content, style image input pair.

Paper: http://arxiv.org/abs/2302.03875
Code: https://github.com/nipdep/STGAN

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The generated image (c), which …

"TetCNN: Convolutional Neural Networks on Tetrahedral Meshes. (arXiv:2302.03830v1 [cs.CV])" — A novel interpretable graph Convolutional Neural Network (CNN) framework for tetrahedral mesh structures, inspired by ChebyNet.

Paper: http://arxiv.org/abs/2302.03830

#AI #CV #NewPaper #DeepLearning #MachineLearning

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TetCNN architecture for the cla…

"How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control. (arXiv:2302.03791v1 [stat.ML])" — A focus on image-to-image regression tasks to arrive at a generalization of the Risk-Controlling Prediction Sets (RCPS) procedure, which allows to provide: i) entrywise calibrated intervals for future samples of any diffusion model, ii) control a certain notion of risk with respect to a ground truth image with minimal mean interval length.

Paper: http://arxiv.org/abs/2302.03791

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Example images

Colorful sculpted flowers (?) on the ceiling of the Bellagio Hotel & Casino in 2019 #LasVegas #art #photography

"Understanding Why ViT Trains Badly on Small Datasets: An Intuitive Perspective. (arXiv:2302.03751v1 [cs.CV])" — A visual intuition to help understand why ViT has a significantly lower evaluation accuracy when trained on small datasets when compared to ResNet-18 with a similar number of parameters.

Paper: http://arxiv.org/abs/2302.03751
Code: https://github.com/BoyuanJackChen/Visualize-Transformer-ResNet18

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Visualization for ViT on CIFAR-…

"Towards causally linking architectural parametrizations to algorithmic bias in neural networks. (arXiv:2302.03750v1 [cs.CV])" — A causal framework for linking an architectural hyperparameter to algorithmic bias to study effect of hyperparameters on inducing biases.

Paper: http://arxiv.org/abs/2302.03750

#AI #CV #NewPaper #DeepLearning #MachineLearning

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The deep learning model develop…

A total of 71 papers in the cs.CV category on arXiv.org today — 45 new, 26 updated.

On with the reading!

#AI #CV #NewPapers #DeepLearning #MachineLearning

This is why I always carry cash.
https://patreon.com/lowqualityfacts

Hatching a Teeny Tiny Zebra Finch. Great little video featuring the incubation of an abandoned egg and the hatching of a bird smaller than a human fingernail. I was riveted by the birth and first feeding. https://kottke.org/23/02/hatching-a-teeny-tiny-zebra-finch

Magnemuffin is finished!

#mastoart #illustration #dibujo #drawing #pokemon #anime #animeart

Not to brag, but I was spewing out hilariously incorrect information before huge tech companies decided to create AI chatbots and ruin the internet.

I've always wondered why barns are red.
https://patreon.com/lowqualityfacts

People who don't speak a word of German are far too confident in their ability to assassinate baby Hitler if given the opportunity to time travel.