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PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer

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Bibliographic Details
Main Authors: Zitong, Yu, Yuming, Shen, Jingang, Shi
Format: Book
Language:Vietnamese
Published: Springer 2023
Subjects:
rPPG
PhysFormer and PhysFormer++
Online Access:https://link.springer.com/article/10.1007/s11263-023-01758-1
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8238
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spelling oai:localhost:PNK-82382023-04-24T02:13:40Z PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer Zitong, Yu Yuming, Shen Jingang, Shi rPPG PhysFormer and PhysFormer++ CC BY Remote photoplethysmography (rPPG), which aims at measuring heart activities and physiological signals from facial video without any contact, has great potential in many applications (e.g., remote healthcare and affective computing). Recent deep learning approaches focus on mining subtle rPPG clues using convolutional neural networks with limited spatio-temporal receptive fields, which neglect the long-range spatio-temporal perception and interaction for rPPG modeling. In this paper, we propose two end-to-end video transformer based architectures, namely PhysFormer and PhysFormer++, to adaptively aggregate both local and global spatio-temporal features for rPPG representation enhancement. 2023-04-24T02:13:40Z 2023-04-24T02:13:40Z 2023 Book https://link.springer.com/article/10.1007/s11263-023-01758-1 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8238 vi application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language Vietnamese
topic rPPG
PhysFormer and PhysFormer++
spellingShingle rPPG
PhysFormer and PhysFormer++
Zitong, Yu
Yuming, Shen
Jingang, Shi
PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
description CC BY
format Book
author Zitong, Yu
Yuming, Shen
Jingang, Shi
author_facet Zitong, Yu
Yuming, Shen
Jingang, Shi
author_sort Zitong, Yu
title PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
title_short PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
title_full PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
title_fullStr PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
title_full_unstemmed PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
title_sort physformer++: facial video-based physiological measurement with slowfast temporal difference transformer
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11263-023-01758-1
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8238
_version_ 1764086838900817920
score 8.891145

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