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CMU Researchers Unveil Groundbreaking AI Method for Camera Pose Estimation: Harnessing Ray Diffusion for Enhanced 3D Reconstruction

The pursuit of high-fidelity 3D representations from sparse images has seen considerable advancements, yet the challenge of accurately determining camera poses remains a significant hurdle. Traditional structure-from-motion methods often falter when faced with limited views, prompting a shift towards learning-based strategies that aim to predict camera poses from a sparse image set. These innovative approaches…

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The German Tank Problem. Estimating your chances of winning the… | by Dorian Drost | Mar, 2024

Estimating your chances of winning the lottery with sampling Statistical estimates can be fascinating, can’t they? By just sampling a few instances from a population, you can infer properties of that population such as the mean value or the variance. Likewise, under the right circumstances, it is possible to estimate the total size of the…

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BigGait: Revolutionizing Gait Recognition with Unsupervised Learning and Large Vision Models

In the ever-evolving domain of remote identification technologies, gait recognition stands out for its unique capacity to identify individuals from a certain distance without requiring direct engagement. This cutting-edge approach leverages the distinctive walking patterns of each person, offering a seamless integration into surveillance and security systems. Its non-intrusive nature distinguishes it from more conventional…

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TARNet and Dragonnet: Causal Inference Between S- And T-Learners | by Dr. Robert Kübler | Mar, 2024

Learn how to build neural networks for direct causal inference Photo by Geranimo on UnsplashBuilding machine learning models is fairly easy nowadays, but often, making good predictions is not enough. On top, we want to make causal statements about interventions. Knowing with high accuracy that a customer will leave our company is good, but knowing…

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45 Business Expense Categories for Businesses & Startups

Business expense categories are a systematic classification of costs incurred during the operation of a business, designed to organize and track financial outflows for purposes such as tax preparation, budgeting, and financial analysis. This categorization helps businesses manage their finances more efficiently by providing insights into spending patterns and identifying potential tax deductions. Smart entrepreneurs…

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