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홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

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HyperAI초신경

Heart Rate Estimation On Wesad

평가 지표

MAE [bpm, session-wise]

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	MAE [bpm, session-wise]	Paper Title	Repository
CNN ensemble	7.47 ± 3.3	Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks	-
SpaMa	11.51 ± 3.7	A Novel Time-Varying Spectral Filtering Algorithm for Reconstruction of Motion Artifact Corrupted Heart Rate Signals During Intense Physical Activities Using a Wearable Photoplethysmogram Sensor	-
Schäck2017	19.97 ± 8.1	Computationally efficient heart rate estimation during physical exercise using photoplethysmographic signals	-
SpaMaPlus	9.45 ± 2.9	A Novel Time-Varying Spectral Filtering Algorithm for Reconstruction of Motion Artifact Corrupted Heart Rate Signals During Intense Physical Activities Using a Wearable Photoplethysmogram Sensor	-
CNN average	8.42 ± 3	Deep PPG: Large-Scale Heart Rate Estimation with Convolutional Neural Networks	-

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Heart Rate Estimation On Wesad | SOTA | HyperAI초신경