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ENTITY Remote photoplethysmography with constrained ICA using periodicity and chrominance constraints

Remote photoplethysmography with constrained ICA using periodicity and chrominance constraints

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  1. TOOL · CL_235448 ·

    XAI explanations for heart rate estimation models lack direct performance correlation

    Researchers have investigated the reliability and cross-dataset transferability of explainable AI (XAI) methods when applied to RhythmFormer, a model used for remote photoplethysmography (rPPG) which estimates cardiovas…

  2. TOOL · CL_119375 ·

    New RhythmJEPA framework enhances physiological signal estimation from facial videos

    Researchers have developed a new framework called RhythmJEPA for remote photoplethysmography (rPPG), which estimates physiological signals from facial videos. This method improves upon existing techniques by focusing on…

  3. RESEARCH · CL_105091 ·

    PhysFlow deep learning framework enhances contactless pulse estimation from facial videos

    Researchers have developed PhysFlow, a novel deep learning framework designed to improve the accuracy of remote photoplethysmography (rPPG) for contactless pulse estimation from facial videos. This new method addresses …

  4. RESEARCH · CL_105096 ·

    StreamPPG enables low-latency, frame-wise rPPG estimation

    Researchers have developed StreamPPG, a new architecture designed for low-latency estimation of blood volume pulse (BVP) signals from facial videos. Unlike previous methods that require extensive video clips and introdu…

  5. RESEARCH · CL_91042 ·

    New XAI metrics enhance trust in AI for remote heart rate monitoring

    Researchers have developed new methods to analyze the explainability of RhythmFormer, a transformer model used for remote photoplethysmography (rPPG). The study introduces quantitative metrics for faithfulness and skin …