A Dataset for Evaluating and Validating Blood Perfusion Monitoring During an Occlusion Protocol: Multi-spectral and Plethysmography data
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https://zenodo.org/record/7860899
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资源简介:
The dataset contains multispectral images and PPG data from 45 subjects who underwent an occlusion protocol to induce changes in blood perfusion in the dominant hand. All the partipiants signed an informed consent.
Blood perfusion
Blood perfusion refers to the passage of oxygen and other nutrients through the circulatory system. We look to provide data for the evaluation of non-invasive approaches based on multi-spectral images. PPG reference data from the thumb is provided for validation purposes.
Occlusion Protocol
The occlusion protocol for each participant lasts around 10 minutes.
The participants were seated, and their superior limbs were extended on a table. An automatic blood pressure monitor measured their systolic and diastolic pressures. A blood cuff was placed in their dominant arm, and a PPG sensor MAX30102 (Maxim Integrated, CA, United States) was placed in their thumb finger. A multispectral camera was positioned above to record the hand palm throughout the protocol. The camera employed is a CMS-V1-C-EVR1M-USB3 (SILIOS Technologies SA., France), which records 9 multispectral channels in the VNIR region of the spectrum.
.
The protocol is divided into 5 stages, each one lasts 2 minutes.
Start: No pressure is applied
Vascular Occlusion: a fixed pressure of 60 mmHg is applied through the blood cuff
Rest: The pressure is liberated
Total Occlusion: A pressure equal to the initial systolic pressure plus 20 mmHg is constantly applied.
Hyperemia: The pressure is released.
Data available:
The multispectral datasets for each subject are contained in a P#.7z file. Single-channel images are included. The name of each file specifies the participant ID, the time (minutes_seconds_milliseconds) of the acquisition with respect to the start of the occlusion protocol, the multispectral dataset, and the corresponding multispectral channel.
Example: the following file name specifies a file for participant number 21. The data was captured at 9 minutes and 59.5290 seconds after the start of the occlusion protocol. The image corresponds to the first channel (the count starts at 0).
P21_09_59_5290_d02459_channel0.png
The PPG data is stored in a simple csv file with txt extension for each participant. It contains the Red and Infrared channel data as well as the acquisition time of each sample. The PPG data for all the participants are contained in the compressed file PPG.7z.
Reference multispectral images for calibration are also provided in the file Calibration.7z. This file contains multispectral images with the cap on (Dark_Reference) plus three folders with reference images taken during the same session as the participants.
reference_set_A: = P1 to P10
reference_set_B: = P11 to P30
reference_set_C: = P31 to P45
each folder contains multispectral images of different white reference materials which can be employed for different calibration methods:
WhiteA = white tile
WhiteB = white reference bar
WhiteP = sheet of white paper
WhiteT = Teflon (PTFE) sheets
The participant’s data is summarized in the next table.
ID
Age
Gender
Skin type
Systolic Pressure
# Multi-spectral Datasets
P1
20
M
4
109
2,456
P2
20
M
3
129
2,458
P3
22
M
4
117
2,460
P4
19
F
3
110
2,454
P5
18
F
4
106
2,458
P6
18
F
4
111
2,471
P7
18
F
4
91
2,462
P8
18
F
4
102
2,474
P9
21
M
3
113
2,468
P10
19
F
3
108
2,461
P11
18
M
4
137
2,461
P12
18
F
3
132
2,457
P13
18
M
4
119
2,461
P14
18
F
4
100
2,460
P15
18
F
3
104
2,460
P16
18
M
3
126
2,462
P17*
18
F
3
105
2,469
P18
21
F
4
122
2,461
P19
21
F
3
130
2,462
P20
21
F
3
106
2,457
P21
23
M
3
133
2,459
P22
23
M
3
134
2,471
P23
21
F
3
115
2,472
P24
21
M
3
111
2,445
P25
21
M
3
116
2,460
P26
21
M
4
107
2,462
P27
21
F
4
106
2,460
P28
24
F
4
106
2,460
P29
22
M
4
125
2,460
P30
21
M
4
125
2,461
P31
21
F
3
100
2,472
P32
22
M
3
120
2,460
P33
21
M
4
127
2,461
P34
19
F
3
100
2,457
P35
19
F
3
108
2,460
P36
20
F
3
136
2,471
P37
19
M
4
129
2,457
P38*
19
M
3
128
2,463
P39*
18
M
3
111
2,479
P40
23
M
4
110
2,462
P41
21
M
3
130
2,465
P42
20
F
3
126
2,461
P43
22
F
3
125
2,459
P44
22
M
3
138
2,467
P45
22
M
4
104
2,461
Table 1.- Participant's ID and relevant information.Participants with an * presented a lot of movement during the recording.
创建时间:
2023-08-11



