JunKyu Lee

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 19

Top Topics

Iterative Refinement

Matrix Multiplication

Least Mean Square

Top Venues

ACM Trans. Reconfigurable Technol. Syst.

IEEE J. Emerg. Sel. Topics Circuits Syst.

Publications

Xuqi Zhu, Huaizhi Zhang, JunKyu Lee, Jiacheng Zhu, Chandrajit Pal, Sangeet Saha, Klaus D. McDonald-Maier, Xiaojun Zhai
Fast, Scalable, Energy-Efficient Non-element-wise Matrix Multiplication on FPGA. CoRR (2024)
Nil Llisterri Giménez, JunKyu Lee, Felix Freitag, Hans Vandierendonck
The Effects of Weight Quantization on Online Federated Learning for the IoT: A Case Study. IEEE Access 12 (2024)
Peixuan Song, JunKyu Lee, Lev Mukhanov
A case study on latency, bandwidth and energy efficiency of mobile 5G and YouTube Edge service in London. Why the 5G ecosystem and energy efficiency matter? CoRR (2023)
JunKyu Lee, Blesson Varghese, Hans Vandierendonck
ROMA: Run-Time Object Detection To Maximize Real-Time Accuracy. WACV (2023)
JunKyu Lee, Lev Mukhanov, Amir Sabbagh Molahosseini, Umar Ibrahim Minhas, Yang Hua, Jesús Martínez del Rincón, Kiril Dichev, Cheol-Ho Hong, Hans Vandierendonck
Resource-Efficient Convolutional Networks: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques. ACM Comput. Surv. 55 (13s) (2023)
Umar Ibrahim Minhas, JunKyu Lee, Lev Mukhanov, Georgios Karakonstantis, Hans Vandierendonck, Roger F. Woods
Increased Leverage of Transprecision Computing for Machine Vision Applications at the Edge. J. Signal Process. Syst. 94 (10) (2022)
JunKyu Lee, Blesson Varghese, Hans Vandierendonck
ROMA: Run-Time Object Detection To Maximize Real-Time Accuracy. CoRR (2022)
JunKyu Lee, Dimitrios S. Nikolopoulos, Hans Vandierendonck
Mixed-Precision Kernel Recursive Least Squares. IEEE Trans. Neural Networks Learn. Syst. 33 (3) (2022)
Nil Llisterri Giménez, Felix Freitag, JunKyu Lee, Hans Vandierendonck
Comparison of Two Microcontroller Boards for On-Device Model Training in a Keyword Spotting Task. MECO (2022)
JunKyu Lee, Lev Mukhanov, Amir Sabbagh Molahosseini, Umar Ibrahim Minhas, Yang Hua, Jesús Martínez del Rincón, Kiril Dichev, Cheol-Ho Hong, Hans Vandierendonck
Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques. CoRR (2021)
JunKyu Lee, Blesson Varghese, Roger F. Woods, Hans Vandierendonck
TOD: Transprecise Object Detection to Maximise Real-Time Accuracy on the Edge. ICFEC (2021)
JunKyu Lee, Blesson Varghese, Roger F. Woods, Hans Vandierendonck
TOD: Transprecise Object Detection to Maximise Real-Time Accuracy on the Edge. CoRR (2021)
JunKyu Lee, Hans Vandierendonck
Towards Lower Precision Adaptive Filters: Facts From Backward Error Analysis of RLS. IEEE Trans. Signal Process. 69 (2021)
JunKyu Lee, Gregory D. Peterson, Dimitrios S. Nikolopoulos, Hans Vandierendonck
AIR: Iterative refinement acceleration using arbitrary dynamic precision. Parallel Comput. 97 (2020)
JunKyu Lee, Hans Vandierendonck, Mahwish Arif, Gregory D. Peterson, Dimitrios S. Nikolopoulos
Energy-Efficient Iterative Refinement Using Dynamic Precision. IEEE J. Emerg. Sel. Topics Circuits Syst. 8 (4) (2018)
Nicholas J. Fraser, JunKyu Lee, Duncan J. M. Moss, Julian Faraone, Stephen Tridgell, Craig T. Jin, Philip Heng Wai Leong
FPGA Implementations of Kernel Normalised Least Mean Squares Processors. ACM Trans. Reconfigurable Technol. Syst. 10 (4) (2017)
Philip Heng Wai Leong, Hideharu Amano, Jason Helge Anderson, Koen Bertels, João M. P. Cardoso, Oliver Diessel, Guy Gogniat, Mike Hutton, JunKyu Lee, Wayne Luk, Patrick Lysaght, Marco Platzner, Viktor K. Prasanna, Tero Rissa, Cristina Silvano, Hayden Kwok-Hay So, Yu Wang
The First 25 Years of the FPL Conference: Significant Papers. ACM Trans. Reconfigurable Technol. Syst. 10 (2) (2017)
Philip Heng Wai Leong, Hideharu Amano, Jason Helge Anderson, Koen Bertels, João M. P. Cardoso, Oliver Diessel, Guy Gogniat, Mike Hutton, JunKyu Lee, Wayne Luk, Patrick Lysaght, Marco Platzner, Viktor K. Prasanna, Tero Rissa, Cristina Silvano, Hayden Kwok-Hay So, Yu Wang
Significant papers from the first 25 years of the FPL conference. FPL (2015)
Nicholas J. Fraser, Duncan J. M. Moss, JunKyu Lee, Stephen Tridgell, Craig T. Jin, Philip Heng Wai Leong
A fully pipelined kernel normalised least mean squares processor for accelerated parameter optimisation. FPL (2015)
JunKyu Lee, Gregory D. Peterson, Robert J. Harrison, Robert J. Hinde
Implementation of Hardware-Accelerated Scalable Parallel Random Number Generators. VLSI Design 2010 (2010)
JunKyu Lee, Yu Bi, Gregory D. Peterson, Robert J. Hinde, Robert J. Harrison
HASPRNG: Hardware Accelerated Scalable Parallel Random Number Generators. Comput. Phys. Commun. 180 (12) (2009)