Publications

[2024/12] Our paper entitled "Fast Design Space Exploration for Always-On Neural Networks" has been accepted for publication at Electronics, 2024.

[2024/03] Our paper entitled "An Efficient Checkpoint Strategy for Federated Learning on Heterogeneous Fault-Prone Nodes" has been accepted for publication at Electronics, 2024.

[2023/12] Our paper entitled "Small-footprint Convolutional Neural Network with Reduced Feature map for Voice Activity Detection" has been accepted for publication at International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024.

[2023/01] Our paper entitled "Supervised Contrastive Learning for Voice Activity Detection" has been accepted for publication at Electronics, 2023.

[2022/11] Our paper entitled "Knowledge Distillation for Image Signal Processing Using Only the Generator Portion of a GAN" has been accepted for publication at Electronics, 2022.

[2022/09] Our paper entitled "Energy-Efficient Image Processing using Binary Neural Networks with Hadamard Transform" has been accepted for publication at the 16th Asian Conference on Computer Vision (ACCV 2022).

[2022/03] Our paper entitled "Convolutional Neural Networks with Discrete Cosine Transform Features" has been accepted for publication at IEEE Transactions on Computers, 2022.

[2021/12] Our paper entitled "Hardware-Efficient Approximate Dividers for Image Processing in WSN Edge Devices" has been accepted for publication at Wireless Sensor Network, 2021.

[2021/12] Our paper entitled "Approximate Square Root Circuits with Low Latency and Power Dissipation" has been accepted for publication at Electronics, 2021.

[2021/06] Our paper entitled "Algorithms for Finding Vulnerabilities and Deploying Additional Sensors in a Region with Obstacles" has been accepted for publication at Electronics 2021, .

[2020/08] Our paper entitled "Hierarchical approximate memory for deep neural network applications" has been accepted for presentation at the 2020 Asilomar Conference on Signals, Systems and Computers (ACSSC 2020).

[2020/04] Our paper entitled "Layerwise buffer voltage scaling for energy-efficient convolutional neural network" has been accepted for publication in the IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

[2019/11] Our paper entitled "FPGA-based sparsity-aware CNN accelerator for noise-resilient edge-level image recognition" has received the Distinguished Design Award at the 2019 IEEE Asian Solid-State Circuits Conference (A-SSCC 2019).

[2019/11] Our paper entitled "Memory-reduced network stacking for edge-level CNN architecture with structured weight pruning" has been accepted for publication in the IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS 2019/Q4).

[2019/10] Our research on the energy-efficient BLE5-based wearable device for tracking football players has received the Best Paper Award (Synopsys Award) at 2019 IEEE International SoC Design Conference (ISOCC 2019).

Research Area