Key result
Computer-aided detection systems based on ballistocardiography signals demonstrated efficacy in estimating biometrics, showing noteworthy proximity to acceptable levels.
Why the study?
This review seeks to provide an in-depth survey of the technologies and methodologies employed in decision support systems for ballistocardiography.
Systematic Review
Answers are grounded in this paper and cite their sources.
This review highlights the potential of ballistocardiography signals in computer-aided detection systems for biometric estimation, while noting the need for improved explainability.
This comprehensive review paper seeks to provide an in-depth survey of the technologies and methodologies employed in decision support systems for ballistocardiography. The paper extensively covers the biometric information embedded in the measured ballistocardiography signals. The presented exploration of ballistocardiography covers various pivotal stages, including signal measurement techniques, pre-processing methodologies, feature extraction approaches, classification techniques, and evaluation methods. Within the scope of this study, a systematic review has been performed, bringing together notable strategies employed in ballistocardiography from its initial stages to its current state of advancement. The efficacy of these systems in estimating ballistocardiography-based biometrics has demonstrated noteworthy proximity to acceptable levels. The utilization of ballistocardiography signals holds significant promise as an evolving field of research. This paper concludes by addressing the limitations inherent in the current state of research, outlining the potential directions for future investigations and real-world applications, and discussing the crucial aspect of explainability, which represents one of the new trends in computer-aided detection requirements.
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Cimr et al. (2025) conducted a systematic review in Ballistocardiography. Computer-aided detection systems based on ballistocardiography signals was evaluated. Computer-aided detection systems based on ballistocardiography signals demonstrated efficacy in estimating biometrics, showing noteworthy proximity to acceptable levels.
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