A Facial Foundation Model for Clinical Biomarker Prediction and Real‐World Mobile Deployment
MedicalFaceFound is a facial foundation model developed through three‐stage progressive pre‐training, adapting representations from general vision to facial structure and clinical phenotypes. Using a single facial image, it estimates 62 biomarkers across multiple physiological systems and supports downstream risk prediction for cardiovascular ...
Tingfeng Xu +15 more
wiley +1 more source
A target-domain augmentation and class-wise alignment framework for few-shot cross-condition bearing fault diagnosis. [PDF]
Hu Y, Gu Y, Su Y, Zhao C.
europepmc +1 more source
A Hybrid VMD-Transformer-BiLSTM Framework with Cross-Attention Fusion for Aileron Fault Diagnosis in UAVs. [PDF]
Song Y, Zheng W, Zhang X, Guo R.
europepmc +1 more source
Hierarchical Residual Attribution with Supervised Channel Shortlisting for Sensor-Local and Process Fault Diagnosis in Multivariate Sensor Time Series. [PDF]
Wang Y, Lu X, Wang J.
europepmc +1 more source
Physics-guided cross-domain adaptation: a hierarchical hybrid transformer framework with contrastive learning for robust fault diagnosis under variable working conditions. [PDF]
Liu L, Hao C, Xiong L, Lv X.
europepmc +1 more source
A hybrid convolutional-transformer neural network model for photovoltaic fault detection and localization. [PDF]
Ramadan EA +4 more
europepmc +1 more source
A Lightweight Multi-Sensor Feature-Level Fusion Framework for Noise-Robust Fault Diagnosis of High-Precision Milling Machines. [PDF]
Xu Z, Lu N, Jin L.
europepmc +1 more source
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An unsupervised approach for fault diagnosis of power transformers
Quality and Reliability Engineering International, 2021AbstractElectrical utilities apply condition monitoring on power transformers (PTs) to prevent unplanned outages and detect incipient faults. This monitoring is often done using dissolved gas analysis (DGA) coupled with engineering methods to interpret the data, however the obtained results lack accuracy and reproducibility.
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