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Respiration Rate Estimation on Respiration monitoring study datasets

0.84MAEEarResp-ANS
0.76561.26781.772.2722Feb 3, 2026

Evaluation results

MethodLinks
EarResp-ANSSensor=Mic., Placement=In-ear, Motion=Resting, Modulation=None, Exercise, Method=SP, Deployed=Earphones2026.020.842.17
RespEarSensor=Mic., Placement=In-ear, Motion=Resting condition, Modulation=None, Exercise, Method=SP + ML, Deployed=Phone2026.021.48—
Romano et al.Sensor=Mic., Placement=Face, Motion=Resting, Motion, Modulation=None, Exercise, Method=SP, Deployed=N/A2026.021.7—
OptiBreatheSensor=PPG, Placement=In-ear, Motion=Resting, Modulation=Instructed breathing at 15 bpm, Method=SP, Deployed=N/A2026.021.96—
RespEarSensor=Mic., Placement=In-ear, Motion=Motion condition, Modulation=None, Exercise, Method=SP + ML, Deployed=Phone2026.022.28—
Röddiger et al.Sensor=IMU, Placement=In-ear, Motion=Resting, Modulation=None, Method=SP, Deployed=N/A2026.022.622.74
OptiBreatheSensor=PPG, Placement=In-ear, Motion=Resting, Modulation=No modulation, Method=SP, Deployed=N/A2026.022.7—
Martin et al.Sensor=Mic., Placement=In-ear, Motion=Resting, Modulation=None, Method=SP, Deployed=N/A2026.022.71.6