An Optimized Hardware Inference of SABiNN: Shift-Accumulate Binarized Neural Network for Sleep Apnea Detection.
Omiya HassanTanmoy PaulNazmul AminTwisha TitirshaRushil ThakkerDilruba ParvinAbu Saleh Mohammad MosaSyed Kamrul IslamPublished in: IEEE Trans. Instrum. Meas. (2023)
Keyphrases
- neural network
- sleep apnea
- automatic detection
- detection accuracy
- automatic analysis
- artificial neural networks
- genetic algorithm
- object detection
- low cost
- probabilistic inference
- bounding box
- detection method
- hardware and software
- rbf network
- image processing
- false positives
- detection algorithm
- computing systems
- pattern recognition
- false alarms
- sleep stage
- real time
- detection rate
- anomaly detection
- input image
- bayesian inference
- prediction model
- belief networks
- radial basis function
- massively parallel
- inference process
- neural network is trained
- bayesian networks