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SpectroHeart

Chung-Ang University (Kwak et al.) · 2022

code

Training code public

Heart murmur detection model combining spectrogram-derived deep features with hand-crafted peak-interval (PI) features extracted from phonocardiogram recordings, submitted to the George B. Moody PhysioNet Challenge 2022 (team CAU_UMN) and later extended into the 'SpectroHeart' method. Peak-to-peak interval sequences and their summary statistics are combined with spectrogram representations of the PCG signal, optionally alongside patient demographic data, to classify murmur presence across multiple auscultation locations. The team's Challenge submission placed 5th of all teams on the murmur-detection task.

Phonocardiogram (PCG) / heart sounds

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Heart Sounds / Phonocardiography

Heart murmur detection

Filter by Disease / Trait:
Structural Heart & Cardiomyopathy

Multi-class classification

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Classification

Hybrid

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Hybrid / Multi-branch


Model ID: 0109

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Subject Count: 1,568