| U.K. Biobank (Field 4205) |
– |
205,357 |
– |
Single finger PPG waves from middle-aged subjects. |
| MIMIC Critical Care Database |
[278] |
10,000s (growing) |
ECG, BP, resp, others |
Recordings from critically-ill adults and neonates, lasting from minutes to days. Typically at finger. |
| VitalDB |
[279] |
6,153 |
ECG, BP, resp, others |
Finger PPG recordings from patients during operations. |
| MESA Dataset |
[280] |
2,056 |
ECG, resp, others |
Finger PPG recordings from adults undergoing polysomnography. |
| SOMNIA Database |
[281] |
100s (growing) |
ECG, resp, others |
Wrist PPG recordings from children and adults undergoing polysomnography. |
| PPG-BP Database |
[282] |
219 |
– |
Three finger recordings from adults aged 20–89 with and without CVD, ≈ 3 waves per recording. |
| Sleep Disordered Breathing Database |
[283] |
146 |
– |
Finger recordings lasting ≥3 hours, acquired from children referred for polysomnography. |
| ECSMP |
[284] |
89 |
ECG, accel, others |
Wrist recordings acquired from healthy subjects during a protocol designed to induce different emotions. |
| Pulse transit time during vasoconstriction Dataset |
[285] |
86 |
ECG, BP |
≈ 35-min wrist and finger recordings during cold pressor and active stand tests. |
| Vortal Dataset |
[45]
[73]
|
57 |
ECG, resp |
10-min finger and ear recordings before and after exercise from healthy adults aged 18–39 and > 70. |
| BIDMC |
[286] |
53 |
ECG, BP, resp |
8-min recordings from critically-ill adults (a subset of the MIMIC-II dataset). |
| CapnoBase |
[287] |
42 |
ECG, resp |
8-min recordings from pediatrics and adults during elective surgery and anesthesia. |
| Bed-based BCG Dataset |
[288] |
40 |
ECG, BCG, BP |
Recordings from adults whilst at rest. |
| DEAP Database |
[289] |
32 |
ECG, resp, video, others |
Thumb recordings from young, healthy subjects whilst watching one-minute 40 videos. |
| University of Queensland Vital Signs Dataset |
[290] |
32 |
ECG, resp, BP, EEG |
Recordings from patients during anesthesia, ranging from minutes to hours in duration. |
| ESUM SNF Project Dataset |
[291] |
31 |
accel, EDA |
Wrist recordings whilst walking. |
| MARSH Dataset |
[292] |
29 |
ECG, resp |
15-min finger recordings during spontaneous and metronome-guided breathing. |
| Noninvasive BP Estimation |
[150] |
26 |
ECG, BP, PCG |
Finger recordings from healthy adults. |
| gyro-acc-ppg Dataset |
[293] |
24 |
ECG, accel, gyro |
Wrist recordings from healthy subjects during an exercise protocol lasting 12 minutes. |
| Wearable and Clinical Devices Dataset |
[294] |
18 |
ECG, resp, accel, EDA |
Wrist PPG recordings acquired for 5 mins at rest, and 5mins whilst walking on spot. |
| PPG-DaLiA Dataset |
[295] |
15 |
ECG, resp, accel, EDA |
Recordings acquired for ≈ 2.5 hours during a protocol of daily living activities. |
| WESAD Dataset |
[296] |
15 |
ECG, resp, accel, others |
Recordings acquired in a ≈ 2 hour protocol designed to amuse, stress, and relax. |
| iAMwell Dataset |
– |
15 |
ECG, resp |
≈ 20-min recordings before, during and after running. |
| Simultaneous Measurements Dataset |
[297] |
13 |
ECG, accel, resp |
Recordings from adults at rest and during cognitive and physical tasks. |
| IEEE Signal Processing Cup 2015 |
[81] |
12 |
ECG, accel, two PPGs |
≈ 5-min recordings during intensive physical exercise from males aged 18–35. |
| AffectiveROAD Dataset |
[298] |
10 |
accel, EDA |
Recordings acquired whilst driving a car for ≈ 86 minutes from mostly young adults. |
| Labeled raw PPG Signals |
[299] |
9 |
– |
Finger recordings acquired at rest for ≈ 20−40 minutes from healthy adults. |
| Wrist PPG During Exercise |
[300] |
8 |
ECG, gyro, accel |
Wrist recordings acquired from adults aged 22–32 during walking, running and bike riding. |
| PPG-ACC Dataset |
[301] |
7 |
accel |
Wrist recordings acquired from healthy adults aged 20–52 during rest, squatting and stepping. |
| Raw PPG Signal in Varying Levels of Activity |
[240] |
5 |
– |
Finger recordings acquired at rest, talking and walking for ≈ 10 mins each from healthy adults. |
| PPG-Diary |
[72] |
1 |
two PPGs |
A 28-day thumb recording from a healthy adult, with annotations of activities of daily living. |
| Eight-Emotion Sentics Dataset |
[302] |
1 |
EMG, GSR, resp |
25-min recordings during a protocol to evoke emotions from 1 subject each day for 20 days. |
| Pulse Wave DataBase |
[114] |
4,374 (synthetic) |
BP, blood flow, others |
Single simulated PPG pulse waves representative of healthy adults aged 25–75. |
| Photoplethysmography in dogs & cats |
[303] |
21 (animals) |
three PPGs |
≈ 10−20 sec recordings at several arterial sites from 11 dogs and 10 cats. |
