.png){kind=icon}
返回
Dynamic Group Difference Coding Based on Thermal Infrared Face Image for Fever Screening
.png){kind=icon}
PRE
AI
DOI：10.1109/TIM.2023.3235442.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Recently, noncontact temperature measurement methods based on infrared face perception have received widely attentions since fever screening plays an important role in the early prediction of respiratory infections, such as SARS, H1N1, and COVID-19. However, the performance of these methods always significantly degrades when facing the changes of environment. Thus, the majority of these methods leverage the block-body and sensors to reduce the influence of environment changes. It is a pity that the increased instrument complexity leads to higher costs and failure rate. To address the aforementioned issues, this article presents a novel fever screening method, named dynamic group difference coding (DGDC), which is based on the analysis about the influencing factors. The key idea of DGDC is to compute the temperature differences between the target person and the recently passed crowd (dynamic group). Specifically, we develop the face temperature encoder (FTE) to describe the face temperature and thus construct the difference matrix of the embedding feature between the target person and the dynamic group. Multilayer perceptions (MLP) are employed to capture the intrinsic information by characterizing the difference matrix in vertical and horizontal directions, respectively. Finally, we provide a dataset of thermal infrared face (TIF) images and conduct extensive experiments to demonstrate the advantages of the proposed method over the competing methods.
Keyword:
Temperature measurement
Faces
Cameras
Temperature
Temperature sensors
Face recognition
Neural networks
Body temperature
COVID-19
fever screening
infrared face image
neural network
期刊
IF:
5.9
论文数:
2.0W
被引数:
5.8W
机构
引用论文
A method for reducing the influence of measuring distance on infrared thermal imager temperature measurement accuracy一种减小测量距离对红外热像仪测温精度影响的方法
PREAI
分享收藏Gastrointestinal Tract of Penaeus Aztecus Ives, 1891 (Decapoda, Natantia), a Histologic Study.png)
Crustaceana
CrustaceanaIF0
PREAI
分享收藏
Technologies for Fever Screening in the Time of COVID-19: A Review新型冠状病毒肺炎发热筛查技术综述IEEE SENSORS JOURNAL
OAAI
IEEE SENSORS JOURNALIF4.5
OAAI分享收藏
查看更多内容