PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer
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| Định dạng: | Sách |
| Ngôn ngữ: | Vietnamese |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s11263-023-01758-1 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8238 |
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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 |
8.887836 |