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I'm a bit of an eclectic mess 🙂 I've been a programmer, journalist, editor, TV producer, and a few other things.

I'm currently working on my second novel which is complete, but is in the edit stage. I wrote my first novel over 20 years ago but then didn't write much till now.

I post about #Coding, #Flutter, #Writing, #Movies and #TV. I'll also talk about #Technology, #Gadgets, #MachineLearning, #DeepLearning and a few other things as the fancy strikes ...

Lived in: 🇱🇰🇸🇦🇺🇸🇳🇿🇸🇬🇲🇾🇦🇪🇫🇷🇪🇸🇵🇹🇶🇦🇨🇦

Fahim Farook

"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…
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Fahim Farook

"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…
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Fahim Farook

"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…
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Fahim Farook

"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
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Fahim Farook

"Alphazzle: Jigsaw Puzzle Solver with Deep Monte-Carlo Tree Search. (arXiv:2302.00384v1 [cs.CV])" — A reassembly algorithm based on single-player Monte Carlo Tree Search (MCTS) which shows the importance of MCTS and the neural networks working together.

Paper: http://arxiv.org/abs/2302.00384

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Example of a jigsaw puzzle task…
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Fahim Farook

"Detection of Tomato Ripening Stages using Yolov3-tiny. (arXiv:2302.00164v1 [cs.CV])" — A computer vision system to detect tomatoes at different ripening stages by using a neural network-based model for tomato classification and detection.

Paper: http://arxiv.org/abs/2302.00164

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Sample dataset images
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Fahim Farook

"Real Estate Property Valuation using Self-Supervised Vision Transformers. (arXiv:2302.00117v1 [cs.CV])" — A new method for property valuation that utilizes self-supervised vision transformers and hedonic pricing models trained on real estate data to estimate the value of a given property.

Paper: http://arxiv.org/abs/2302.00117

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Some sample images from a repre…
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Fahim Farook

"Debiasing Vision-Language Models via Biased Prompts. (arXiv:2302.00070v1 [cs.LG])" — A general approach for debiasing vision-language foundation models by projecting out biased directions in the text embedding by debiasing only the text embedding with a calibrated projection matrix to yield robust classifiers and fair generative models.

Paper: http://arxiv.org/abs/2302.00070
Code: https://github.com/chingyaoc/debias_vl

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Bias of Generative Models. The …
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Fahim Farook

"NASiam: Efficient Representation Learning using Neural Architecture Search for Siamese Networks. (arXiv:2302.00059v1 [cs.CV])" — A novel approach that uses differentiable NAS to improve the multilayer perceptron projector and predictor (encoder/predictor pair) architectures inside siamese-networks-based contrastive learning frameworks (e.g., SimCLR, SimSiam, and MoCo) while preserving the simplicity of previous baselines.

Paper: http://arxiv.org/abs/2302.00059

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Layout of the NASiam architectu…
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Fahim Farook

A total of 76 papers in the cs.CV category on arXiv.org today — 50 new, 26 updated.

A bit slow in getting started today … But hopefully, can get through all of it 😅

#AI #CV #NewPapers #DeepLearning #MachineLearning
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Hello all, in the freelance world, sometimes things get real slow and $$ is tight. Now is one of those times for me and family. If you can help with a few dollars, it would be much appreciated.

If not, NO WORRIES!

Thank you for continuing to be a source of inspiration with all of your creativity.

Thanks.

https://www.buymeacoffee.com/scottnorris

scottnorrisphotography.com

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Edited 2 years ago

Two fully funded PhD scholarships available to both international and domestic candidates, in School of Engineering at the Australian National University. The projects relate to the design of ultra low-cost solar energy from photovoltaics applied to process heating applications, including integration with thermal energy storage. Please help us to find some top candidates!

First scholarship:
https://lnkd.in/gpn6YqhG

Second scholarship:
https://lnkd.in/gCUiTCTr

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1, 1844
Eduard Strasburger, - & , is born.

In 1882, he coined the terms “” and “.”

Six years later, he was the first person to observe , and he did it using the glorious imperialis or the .

What a gorgeous subject for such an important discovery!

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My Keith Hammett dahlia Protegee has just started flowering, and it's absolutely stunning. The bees are all over the flowers.

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Every day I transfer one of my digital illustrations into coloured pencil drawings. This time:

Dr. Blue Eye ging nie ohne Frühstück ins Institut /
Dr Blue Eye never went to the Institute without breakfast

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Let's try these again!

Hi I'm Frederick 👋 I'm an earthy crunchy, small town who grew up making and breaking software.

A few years ago I went through a phase and came out of it with 2 degrees, lots of hurt, and a love of machine learning and cryptography.

These days, for work I research machine learning at a hyperspectral camera company. My AI can see colors you can't 😈

Things I love: my , , , , , and

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Leon Derczynski 🏔️✍🏻🌲☀️

Hi there 👋 I'm a prof at ITU currently at in .

🔭 My research is on and . Specifically:

🛡️ Online harms: , , etc
🌱 machine learning: efficient models, friendly ML, efficiency

I guess I try to keep my profile here dry & work-related, but reality might creep in here and there :)

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An abandoned house in Portugal. I venture up the creaking spiral staircase into the attic. The corridor ahead isn't too photogenic, I then back around to face then stairs. A beautiful pattern of radiating shadows cast by the balustrade 🖤

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Some fun for your Tuesday! I present a trio of sheepy bums! I saw these three fuzz butts while hiking to Kvernafoss waterfall in Iceland. I couldn't resist snapping a pic! 😁 🐑

Prints and products available!
https://kristia-adams.pixels.com/featured/trio-of-icelandic-sheepy-bums-kristia-adams.html

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