DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY
Heart rate measurement is an important activity because it can serve as an early indicator of a cardiovascular disease as well as an independent predictor of other diseases in the body. The existing heart rate measurement device requires a direct contact from the measurement sensor with the skin....
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id-itb.:707292023-01-19T16:16:42ZDESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY Dzaky Prihatmoko, Muhammad Indonesia Final Project RPPG, POS, ASF, CDF, heart rate INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/70729 Heart rate measurement is an important activity because it can serve as an early indicator of a cardiovascular disease as well as an independent predictor of other diseases in the body. The existing heart rate measurement device requires a direct contact from the measurement sensor with the skin. This creates a limitation for users with sensitive skin and users that do not feel comfortable using the method. The problem raises the need for a contactless heart measurement device that can be used by all people. Contactless heart rate measurement system using RPPG technology acts as a solution to the issue. The part of the system that has a duty of measuring the heart rate of the user using a contactless method is the measurement block. It works using the POS algorithm with two additional preprocessing steps using ASF and CDF. User face is detected using Viola Jones as the face detection algorithm and then tracked using MOSSE tracker. On every frame, the camera collects RGB data from the face. All RGB data are then interpolated and processed until heart rate data is obtained. The block is implemented using python. The system can measure heart rate at a wide range between 60 bpm – 170 bpm. It has an accuracy and precision in MAE ± standard deviation of 3,74 ± 2,56 bpm. It requires a relatively short data collection time of under 16 seconds. The system has been tested and it can work accurately and precisely with distance between the user and the camera between 50 cm – 100 cm and with a lighting condition of 200 lux measured next to the face. Therefore, the result of the testing shows that the measurement block can produce an accurate and precise heart rate data which then makes the contactless heart rate measurement system using RPPG technology as the solution for heart rate measurement especially for the previously mentioned problem. text |
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Heart rate measurement is an important activity because it can serve as an early
indicator of a cardiovascular disease as well as an independent predictor of other
diseases in the body. The existing heart rate measurement device requires a direct
contact from the measurement sensor with the skin. This creates a limitation for
users with sensitive skin and users that do not feel comfortable using the method.
The problem raises the need for a contactless heart measurement device that can be
used by all people.
Contactless heart rate measurement system using RPPG technology acts as a
solution to the issue. The part of the system that has a duty of measuring the heart
rate of the user using a contactless method is the measurement block. It works using
the POS algorithm with two additional preprocessing steps using ASF and CDF.
User face is detected using Viola Jones as the face detection algorithm and then
tracked using MOSSE tracker. On every frame, the camera collects RGB data from
the face. All RGB data are then interpolated and processed until heart rate data is
obtained. The block is implemented using python. The system can measure heart
rate at a wide range between 60 bpm – 170 bpm. It has an accuracy and precision
in MAE ± standard deviation of 3,74 ± 2,56 bpm. It requires a relatively short data
collection time of under 16 seconds. The system has been tested and it can work
accurately and precisely with distance between the user and the camera between 50
cm – 100 cm and with a lighting condition of 200 lux measured next to the face.
Therefore, the result of the testing shows that the measurement block can produce
an accurate and precise heart rate data which then makes the contactless heart rate
measurement system using RPPG technology as the solution for heart rate
measurement especially for the previously mentioned problem. |
format |
Final Project |
author |
Dzaky Prihatmoko, Muhammad |
spellingShingle |
Dzaky Prihatmoko, Muhammad DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY |
author_facet |
Dzaky Prihatmoko, Muhammad |
author_sort |
Dzaky Prihatmoko, Muhammad |
title |
DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY |
title_short |
DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY |
title_full |
DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY |
title_fullStr |
DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY |
title_full_unstemmed |
DESIGN AND IMPLEMENTATION OF MEASUREMENT BLOCK ON A CONTACTLESS HEART RATE MEASUREMENT SYSTEM USING REMOTE PHOTOPLETHYSMOGRAPHY (RPPG) TECHNOLOGY |
title_sort |
design and implementation of measurement block on a contactless heart rate measurement system using remote photoplethysmography (rppg) technology |
url |
https://digilib.itb.ac.id/gdl/view/70729 |
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1822991710810013696 |