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Samsung unveils AI models for wearable health data analysis

By PulseAugur Editorial · [2 sources] ·

Samsung Research America has developed two AI foundation models, xMAE and HiMAE, designed to analyze biosignal data from wearable devices. These models utilize self-supervised learning to extract insights from unlabeled health data, aiming to support continuous, personalized, and preventive healthcare. xMAE focuses on the temporal relationship between photoplethysmogram (PPG) and electrocardiography (ECG) signals, enabling analysis of cardiovascular health through passive PPG measurements. HiMAE learns health patterns across various time scales in wearable data, facilitating on-device processing with limited resources. AI

IMPACT These foundation models could enable more sophisticated on-device health monitoring and personalized healthcare insights from wearables.

RANK_REASON Research publication at academic conferences (ICML, ICLR) for AI models.

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AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

Samsung unveils AI models for wearable health data analysis

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Research
Research publication at academic conferences (ICML, ICLR) for AI models.
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2 independent sources
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model release, product
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High
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46 days old
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COVERAGE [2]

  1. Artificial Intelligence News TIER_1 English(EN) · Ryan Daws ·

    Samsung health AI models analyse wearable biosignal data

    <p>Samsung Research America’s Digital Health Team has presented two AI foundation models designed to learn from wearable biosignals. The work centres on data captured by smartwatches, including heart activity, sleep, and physical activity. The company discussed its Connected Care…

  2. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Samsung has outlined two AI foundation models that could support continuous PPG analysis and on-device processing of raw wearable health signals. https://www. a

    Samsung has outlined two AI foundation models that could support continuous PPG analysis and on-device processing of raw wearable health signals. https://www. artificialintelligence-news.co m/news/samsung-health-ai-models-analyse-wearable-biosignal-data/ # samsung # wearables # d…

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