 Empatica E4Empatica | Wrist | PPG, BVP (PPG), Accelerometer, EDA, GSR, Skin temperature | Not stated | Raw waveforms in 41 public datasets | 41 | 45 | 25 | 0 | Yes |
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 Polar H10Polar | Chest | ECG, Heart rate | Not stated | Raw waveforms in 6 public datasets | 7 | 4 | 0 | 0 | Yes |
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| Muse S EEG headbandInteraxon | Head | EEG, PPG, IMU | Not stated | Raw waveforms in 6 public datasets | 6 | 1 | 0 | 0 | No |
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 Shimmer3 GSR+Shimmer Sensing | Wrist | PPG, EDA, GSR, Accelerometer | Not stated | Raw waveforms in 5 public datasets | 5 | 2 | 0 | 0 | Yes |
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 EmotiBitEmotiBit / Alcovision | Wrist | PPG, EDA, Accelerometer, Temperature | Not stated | Raw waveforms in 4 public datasets | 4 | 0 | 0 | 0 | Yes |
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 GENEActivActivinsights | Wrist | Accelerometer | Not stated | Not stated | 4 | 0 | 0 | 0 | Yes |
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 Bittium FarosBittium | Chest | ECG | Not stated | Raw waveforms in 3 public datasets | 3 | 10 | 5 | 0 | Yes |
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 Empatica EmbracePlusEmpatica | Wrist | PPG, EDA, Accelerometer, Temperature | Not stated | Raw waveforms in 2 public datasets | 3 | 0 | 0 | 0 | Yes |
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 Finapres NOVAFinapres Medical Systems | Finger | Blood pressure, ECG | Not stated | Raw waveforms in 3 public datasets | 3 | 0 | 0 | 0 | Yes |
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 Samsung Galaxy Watch 4Samsung | Wrist | PPG, Accelerometer, Gyroscope | Not stated | Raw waveforms in 2 public datasets | 3 | 1 | 0 | 0 | Yes |
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 Samsung Galaxy Watch Active 2Samsung | Wrist | PPG, Accelerometer | Green | Raw waveforms in 2 public datasets | 3 | 2 | 3 | 0 | Yes |
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 Zephyr BioHarnessZephyr / Medtronic | Chest | ECG, Accelerometer, Respiration | Not stated | Raw waveforms in 2 public datasets | 3 | 2 | 1 | 0 | Yes |
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 Axivity AX3Axivity | Wrist | Accelerometer | Not stated | Raw waveforms in 2 public datasets | 2 | 13 | 4 | 0 | Yes |
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 Fitbit Charge 6Google / Fitbit | Wrist | PPG, Accelerometer | Not stated | Raw waveforms in 1 public dataset | 2 | 2 | 0 | 0 | Yes |
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| Maxim MAXM86161 fingertipMaxim Integrated / Analog Devices | Finger | PPG | Green, Red, IR | Raw waveforms in 2 public datasets | 2 | 2 | 0 | 0 | No |
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 Oura RingOura | Finger | PPG, Temperature, Accelerometer | Not stated | Raw waveforms in 1 public dataset | 2 | 0 | 0 | 1 | Yes |
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| Polar H7Polar | Chest | ECG, RR intervals | Not stated | Raw waveforms in 1 public dataset | 2 | 1 | 0 | 1 | No |
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| RespiBAN chest bandBiosignalsPlux / RespiBAN-class | Chest | ECG, Respiration, Temperature, Accelerometer | Not stated | Raw waveforms in 2 public datasets | 2 | 38 | 24 | 0 | No |
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 Samsung Galaxy Watch 5Samsung | Wrist | PPG, Accelerometer, ECG | Not stated | Raw waveforms in 2 public datasets | 2 | 3 | 0 | 0 | Yes |
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| Shimmer ECG UnitShimmer Sensing | Chest | ECG | Not stated | Raw waveforms in 2 public datasets | 2 | 1 | 0 | 0 | No |
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| ActiGraph GT3X+ActiGraph | Wrist | Accelerometer | Not stated | Not stated | 1 | 3 | 1 | 0 | No |
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 ActiGraph LeapActiGraph | Wrist | Accelerometer | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | Yes |
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| Analog Devices MAX86177A spatial-PPG wrist prototype (μDPad custom)Analog Devices / Maxim Integrated (custom ETH SIPLab wearable) | Wrist | PPG, Accelerometer, Gyroscope | Not stated | Raw waveforms in 1 public dataset | 1 | 1 | 0 | 0 | No |
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 Apple WatchApple | Wrist | PPG, Accelerometer, ECG | Not stated | Not stated | 1 | 0 | 0 | 3 | Yes |
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 Apple Watch Series 7Apple | Wrist | PPG, Accelerometer, ECG | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 1 | Yes |
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 Arduino Nano 33 BLE Sense (wrist-worn)Arduino | Wrist | Accelerometer, Gyroscope, Magnetometer | Not stated | Not stated | 1 | 0 | 0 | 0 | Yes |
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| BIOPAC MP160 data acquisition systemBIOPAC Systems | Lab daq | ECG, PPG, Accelerometer, Arterial BP, Respiration, Audio | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| BIOPAC MP36 + SS4LA PPG transducerBIOPAC Systems | Lab daq | PPG, ECG | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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 COSMED K5 portable metabolic systemCOSMED | Face mask | Indirect calorimetry | Not stated | Not stated | 1 | 0 | 0 | 0 | Yes |
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| Dreem 2 EEG headbandDreem / Beacon | Head | EEG, Accelerometer | Not stated | Not stated | 1 | 0 | 0 | 0 | No |
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| Embletta MPR (Natus)Natus Medical | Multi site | Polysomnography, Respiration, SpO₂, ECG, Accelerometer | Not stated | Raw waveforms in 1 public dataset | 1 | 1 | 0 | 0 | No |
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 Equivital EQ02 LifeMonitorEquivital | Chest | ECG, Accelerometer, Respiration, Skin temperature, Heart rate | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | Yes |
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| ESP32-S3 wristband + QMI8658A 6-axis IMU (SensHAR)Espressif (MCU) / QST (QMI8658A) | Wristband | — | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| Finapres continuous NIBP (model not stated)Finapres Medical Systems | Finger | Non-invasive BP, Arterial BP | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| Finapres Finometer PROFinapres Medical Systems | Finger cuff | Blood pressure | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| Fitbit SenseGoogle / Fitbit | Wrist | PPG, Accelerometer, EDA, Temperature | Not stated | Not stated | 1 | 0 | 0 | 0 | No |
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 Garmin smartwatchGarmin | Wrist | PPG, Accelerometer | Not stated | Not stated | 1 | 1 | 0 | 0 | Yes |
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| Global Instrumentation M12 digital Holter ECG recorderGlobal Instrumentation | Chest | ECG | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| Healer R2 / R3 | Chest | ECG, Respiration, SpO₂, Skin temperature, Accelerometer | Not stated | Not stated | 1 | 0 | 0 | 0 | No |
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 HUAWEI Watch GT RunnerHuawei | Wrist | Heart rate | Not stated | Not stated | 1 | 0 | 0 | 0 | Yes |
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| Itamar Medical WatchPAT-300Itamar Medical | Wrist | PPG, SpO₂, Accelerometer, Respiration, Audio | Not stated | Raw waveforms in 1 public dataset | 1 | 2 | 1 | 0 | No |
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 LG G Watch RLG | Wrist | Accelerometer, Gyroscope | Not stated | Raw waveforms in 1 public dataset | 1 | 7 | 4 | 0 | Yes |
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 Maxim MAX30101 (Aurora-BP optical unit)Maxim Integrated / Analog Devices (in Microsoft Aurora-BP rig) | Arm | PPG | Green | Raw waveforms in 1 public dataset | 1 | 2 | 2 | 0 | Yes |
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| Maxim MAX86141 wearable (WildPPG custom)Maxim Integrated / Analog Devices (custom wearable) | Multi site | PPG, Accelerometer | Not stated | Raw waveforms in 1 public dataset | 1 | 6 | 3 | 0 | No |
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| Maxim MAX86150Maxim Integrated / Analog Devices | Multi site | PPG | 660 nm, ~800 nm | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| Maxim MAXREFDES100Maxim Integrated / Analog Devices | Wrist | PPG, Accelerometer, ECG | Not stated | Not stated | 1 | 0 | 0 | 0 | No |
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| Maxim MAXREFDES103Maxim Integrated / Analog Devices | Wrist | PPG, Accelerometer | Not stated | Raw waveforms in 1 public dataset | 1 | 0 | 0 | 0 | No |
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| Mind Media NeXus-32Mind Media (Herten, NL) | Multi site | EEG, PPG, EDA, Respiration | Not stated | Not stated | 1 | 0 | 0 | 0 | No |
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| Mindray iMec15Mindray Bio-Medical Electronics | Multi site | PPG, ECG, SpO₂, Heart rate, Respiration | Not stated | Raw waveforms in 1 public dataset | 1 | 1 | 0 | 0 | No |
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 Movella Xsens DOT IMUMovella (Xsens) | Multi site | Accelerometer | Not stated | Not stated | 1 | 0 | 0 | 0 | Yes |
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