A5006276544- Advanced Neural Network Applications
- Cardiac electrophysiology and arrhythmias
- Advanced Battery Technologies Research
- ECG Monitoring and Analysis
- Phonocardiography and Auscultation Techniques
- Adversarial Robustness in Machine Learning
- Biosensors and Analytical Detection
- Embedded Systems and FPGA Design
- Domain Adaptation and Few-Shot Learning
- Fault Detection and Control Systems
- Electrowetting and Microfluidic Technologies
- Innovative Microfluidic and Catalytic Techniques Innovation
State Key Laboratory of Modern Optical Instruments
2022
Zhejiang University
2022
Zhejiang University of Technology
2022
Northeastern University
2020-2021
Electrocardiogram (ECG) is a physiological signal widely used in monitoring heart health, which of great significance to the detection and diagnosis diseases. Because abnormal rhythms are very rare, most ECG datasets have data imbalance problems. At present, many algorithms for anomaly automatic recognition affected by imbalance. Conventional augmentation methods not suitable signal, because one-dimensional their morphology has significances. In this paper, we propose ProGAN based sample...
Deep neural networks (DNNs) are currently the best-performing method for many classification problems. For training DNNs, learning rate is most important hyper-parameter, choice of which affects performance model greatly. In recent years, some schedulers, such as HTD, CLR, and SGDR, have been proposed. These methods, make use cycling mechanism to improve convergence speed accuracy DNN, but degradation occurs in process. Others good accuracy, their too slow. This paper proposed a new schedule...
Droplet digital PCR (ddPCR) is a technique for absolute quantification of nucleic acid molecules and widely used in biomedical research clinical diagnosis. ddPCR partitions the reaction solution containing target into large number independent microdroplets amplification performs quantitative analysis by calculating proportion positive droplets principle Poisson distribution. Accurate recognition images great importance to guarantee accuracy analysis. However, hand-designed operators are...