Design of an efficient CNN-based cough detection system on lightweight FPGA

P Peng, K Jiang, M You, J Xie, H Zhou… - … Circuits and Systems, 2023 - ieeexplore.ieee.org
Precisely and automatically detecting the cough sound is of vital clinical importance.
Nevertheless, due to privacy protection considerations, transmitting the raw audio data to the …

CNN Acceleration with Joint Optimization of Practical PIM and GPU on Embedded Devices

T Wang, Z Shen, Z Shao - 2022 IEEE 40th International …, 2022 - ieeexplore.ieee.org
The lightweight AI models are proposed for embedded devices to mitigate computation and
memory requirements. However, it still faces the memory wall problem (ie, data movement …

Towards variability-aware frequency scaling on heterogeneous edge platforms

HA Abdelhafez - 2023 - open.library.ubc.ca
Recent Edge applications (eg, machine learning inference) are becoming more
sophisticated and computationally demanding. To meet their Quality of Service (QoS) …

Design of optimized architectures for non-linear convolutional neural networks

G Aiello - 2021 - webthesis.biblio.polito.it
Nowadays, Machine Learning (ML) has become one of the most important topics of research
because of the massive use into many applications such as self-driving cars, speech …

Operation method of host processor and accelerator, and electronic device including the same

S Sanggyu, LEE Yeongsik - US Patent 12,039,360, 2024 - Google Patents
An operation method includes: dividing a model to be executed in an accelerator into a
plurality of stages; determining, for each of the stages, a maximum batch size processible in …