3 papers
cs.LG2025
On-Device Crack Segmentation for Edge Structural Health Monitoring
Yuxuan Zhang, Ye Xu, Luciano Sebastian Martinez-Rau +3
Crack segmentation can play a critical role in Structural Health Monitoring (SHM) by enabling accurate identification of crack size and location, which allows to monitor structural…
cs.LG2025
Efficient Continual Learning in Keyword Spotting using Binary Neural Networks
Quynh Nguyen-Phuong Vu, Luciano Sebastian Martinez-Rau, Yuxuan Zhang +4
Keyword spotting (KWS) is an essential function that enables interaction with ubiquitous smart devices. However, in resource-limited devices, KWS models are often static and can th…
cs.SD2025
Adaptive Noise Resilient Keyword Spotting Using One-Shot Learning
Luciano Sebastian Martinez-Rau, Quynh Nguyen Phuong Vu, Yuxuan Zhang +2
Keyword spotting (KWS) is a key component of smart devices, enabling efficient and intuitive audio interaction. However, standard KWS systems deployed on embedded devices often suf…