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Beyond the Mud: Datasets, Benchmarks, and Methods for Computer Vision in Off-Road Racing

ML @ CMU

TL;DR : Off-the-shelf text spotting and re-identification models fail in basic off-road racing settings, even more so during muddy events. To this end, we introduce datasets, benchmarks, and methods for the challenging off-road racing setting. Yet, not all sports environments cater equally to the capabilities of current ML models.

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Beyond the Mud: Datasets, Benchmarks, and Methods for Computer Vision in Off-Road Racing

ML @ CMU

TL;DR : Off-the-shelf text spotting and re-identification models fail in basic off-road racing settings, even more so during muddy events. To this end, we introduce datasets, benchmarks, and methods for the challenging off-road racing setting. Yet, not all sports environments cater equally to the capabilities of current ML models.

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Do large language models have high toxic probabilities?

Data Science Dojo

Sanmi Koyejo and Bo Li, experts in computer science, delve into this question through their research, evaluating GPT-3.5 While the newer models exhibit reduced toxicity on standard benchmarks, the researchers find that they can still be influenced to generate toxic and biased outputs, highlighting the need for caution in sensitive areas.

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Are we racing toward AI catastrophe?

Flipboard

“The race starts today, and we’re going to move and move fast,” Satya Nadella, CEO of Microsoft, said at the company’s ChatGPT launch event on Tuesday. That word — “race” — has been thrown around a lot lately in the AI world. But the recent flurry of declarations that big tech is all in on the AI race has still made me nervous.

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How to Package and Price Embedded Analytics

Just by embedding analytics, application owners can charge 24% more for their product. How much value could you add? This framework explains how application enhancements can extend your product offerings. Brought to you by Logi Analytics.

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What’s Behind the Evolution of Neanderthal Portraits

Hacker News

As a social Darwinist, Schaaffhasuen believed various races represented different stages in a linear progression of human evolution. Stockier and endowed with massive brows, Neanderthals survived some of Eurasia’s coldest conditions where no Homo sapiens ventured during those cold spells. Why did this happen?

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Consensus and subjectivity of skin tone annotation for ML fairness

Google Research AI blog

Olanubi, User Experience Researcher, Google Research Skin tone is an observable characteristic that is subjective, perceived differently by individuals (e.g., Our team has continued to conduct research to understand how we can continue to advance our understanding of skin tone in computer vision.

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