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DreamCatcher: A Wearer-aware Sleep Event Dataset Based on Earables in Non-restrictive Environments

Neural Information Processing Systems

Widely available earbuds equipped with sensors (also known as earables) can be combined with a sleep event detection algorithm to offer a convenient alternative to laborious clinical tests for individuals suffering from sleep disorders. Although various solutions utilizing such devices have been proposed to detect sleep events, they ignore the fact that individuals often share sleeping spaces with roommates or couples. To address this issue, we introduce DreamCatcher, the first publicly available dataset for wearer-aware sleep event algorithm development on earables.


4 Best AI Notetakers (2026), Tested and Reviewed

WIRED

A growing collection of pocket-sized gadgets lets you record your meetings and extract value from them. Whether sitting in class, a meeting, or an interview, I've never been fond of taking notes, and I'm far from alone. Not only does the process of scribbling something down cause me to miss what was said immediately after, but I also suffer from awful handwriting, meaning that I can rarely read the notes anyway. Recording interviews has long been a solution, but transcribing interviews is another step (with extra cost) that can leave you with thousands of words of material to sift through, much of it irrelevant. AI notetakers--massively popular at CES 2026 --have emerged to offer a new way of making IRL notetaking easier and faster, putting the power of AI into (or at least adjacent to) a portable device that evokes the microcassette recorder of yesteryear.


I Have Fallen in Love With Open Earbuds (and You Should Too)

WIRED

From jogging and cycling to multi-tasking or puttering around the house, open earbuds are an excellent way to jam out in the real world. If you've done any wireless earbuds shopping lately, you've likely noticed a new design category cropping up everywhere. They're called open earbuds (or open-ear buds, depending on the brand), and just about every audio brand has a pair (or three). They come in a slew of styles, but most either loop around your ears like older Beats buds, or clip on like funky-futuristic earrings. Whatever the style, they're designed to deliver satisfying sound while keeping your ear canals open to the sounds of the world around you.


Shokz OpenFit Pro review: Reducing distractions while keeping your ears open

Engadget

Apple could unveil Gemini-powered Siri in Feb. These open-fit earbuds actually make a difference with background noise. Rarely does a set of open-fit earbuds actually impress me. I tend to find them underwhelming because overall sound quality is subpar compared to the more "traditional" in-ear models. The first time I used the Shokz OpenFit Pro ($249.95)


CES 2026: The audio gear we want to chase, carry, and crank

Popular Science

We're in Las Vegas with two ears and a heart, on the search for the best in immersive open earbuds, portable Bluetooth speakers, powered stereo setups, and more. We may earn revenue from the products available on this page and participate in affiliate programs. When it comes to audio systems at CES, held January 6-9 in Las Vegas, we always hope to find new ways companies have found to make music feel bigger without making your life harder. Sometimes that means earbuds you pull out of your pocket to pull previously unheard details out of tracks. Sometimes that means a wireless headset that considers limited bandwidth a personal insult.


5 personal care products that solved real problems in 2025

Popular Science

Technology Best of What's New 5 personal care products that solved real problems in 2025 We may earn revenue from the products available on this page and participate in affiliate programs. In a market saturated with wellness products that promise to fix your whole life but rarely deliver much of anything, this year's personal care winners stand out for actually solving real problems. The 2025 class represents genuine inclusivity and thoughtful design--from a breast pump that goes old school to level up its wearability, to world-class headphones that double as hearing aids and workout coaches. Instead, they address overlooked challenges with smart engineering: making fragrance bottles easier to grip, transforming sleep routines for exhausted parents, and rethinking recovery gear so athletes can soothe strained muscles while on the move. Each winner proves that meaningful innovation happens when companies consider users' actual needs--and use that knowledge to make good products great.


BlinkBud: Detecting Hazards from Behind via Sampled Monocular 3D Detection on a Single Earbud

Li, Yunzhe, Yan, Jiajun, Wei, Yuzhou, Liu, Kechen, Zhao, Yize, Zhang, Chong, Zhu, Hongzi, Lu, Li, Chang, Shan, Guo, Minyi

arXiv.org Artificial Intelligence

Failing to be aware of speeding vehicles approaching from behind poses a huge threat to the road safety of pedestrians and cyclists. In this paper, we propose BlinkBud, which utilizes a single earbud and a paired phone to online detect hazardous objects approaching from behind of a user. The core idea is to accurately track visually identified objects utilizing a small number of sampled camera images taken from the earbud. To minimize the power consumption of the earbud and the phone while guaranteeing the best tracking accuracy, a novel 3D object tracking algorithm is devised, integrating both a Kalman filter based trajectory estimation scheme and an optimal image sampling strategy based on reinforcement learning. Moreover, the impact of constant user head movements on the tracking accuracy is significantly eliminated by leveraging the estimated pitch and yaw angles to correct the object depth estimation and align the camera coordinate system to the user's body coordinate system, respectively. We implement a prototype BlinkBud system and conduct extensive real-world experiments. Results show that BlinkBud is lightweight with ultra-low mean power consumptions of 29.8 mW and 702.6 mW on the earbud and smartphone, respectively, and can accurately detect hazards with a low average false positive ratio (FPR) and false negative ratio (FNR) of 4.90% and 1.47%, respectively.


Amazon just unleashed thousands of Cyber Monday deals: These are the 170 best

Popular Science

Amazon's Cyber Monday sale drops prices on tons of its most popular and best-reviewed products. Get all your holiday shopping done now. We may earn revenue from the products available on this page and participate in affiliate programs. The Sunday scaries don't exist on the day before Cyber Monday . In fact, the only fear you should have right now is that you'll miss out on the best deals on the biggest online shopping day of the year.


Nintendo Switch 2 Black Friday Deals: Bundles, Controllers, Earbuds

WIRED

While the Switch 2 itself isn't on sale, you can still find good prices on bundles and accessories. The second generation of Nintendo's beloved hybrid console arrived earlier this year . The Switch 2 has incredible screen quality, backwards compatibility with older Switch games and peripherals, and refined Joy-Con 2 grips (the real necessity of an updated Switch). It's sure to be on many people's Christmas lists, including my own. Sadly the device itself isn't on sale, but there are some bundles and accessories you can shop instead.