A5028977510- Antimicrobial agents and applications
- Biopolymer Synthesis and Applications
- CCD and CMOS Imaging Sensors
- ECG Monitoring and Analysis
- Antimicrobial Peptides and Activities
- EEG and Brain-Computer Interfaces
- Emotion and Mood Recognition
- Quantum-Dot Cellular Automata
- Advanced Memory and Neural Computing
- Luminescence and Fluorescent Materials
Korea University
2022-2024
Pohang University of Science and Technology
2022
Star-shaped, quaternary ammonium-functionalized polymers containing a cyclic pendant group exhibit excellent antibacterial activity and selectivity.
In this paper, we propose a novel end-to-end stress recognition model by combining binarized convolutional neural network (CNN) and long short-term memory (LSTM) models. Based on the previous CNN-LSTM using electrocardiogram (ECG) respiration (RESP) signals, newly apply bandit-based hyperparameter optimization to find more accurate solutions. Analyzing computational costs of accuracy-aware model, also introduce advanced memory-reduction techniques with downscaling binarization for realizing...
Low bit-precisions and their bit-slice sparsity have recently been studied to accelerate general matrix-multiplications (GEMM) during large-scale deep neural network (DNN) inferences. While the conventional symmetric quantization facilitates low-resolution processing with for both weight activation, its accuracy loss caused by activation's asymmetric distributions cannot be acceptable, especially DNNs. In efforts mitigate this loss, recent studies actively utilized activations without...