JunKyu Lee

JunKyu Lee

Queen's University Belfast

H-index: 10

Europe-United Kingdom

About JunKyu Lee

JunKyu Lee, With an exceptional h-index of 10 and a recent h-index of 6 (since 2020), a distinguished researcher at Queen's University Belfast, specializes in the field of Energy-Efficient ML/AI, Trustworthy ML/AI.

His recent articles reflect a diverse array of research interests and contributions to the field:

The Effects of Weight Quantization on Online Federated Learning for the IoT: A Case Study

Resource-efficient convolutional networks: A survey on model-, arithmetic-, and implementation-level techniques

Roma: Run-time object detection to maximize real-time accuracy

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?

Increased leverage of transprecision computing for machine vision applications at the edge

Comparison of two microcontroller boards for on-device model training in a keyword spotting task

Towards lower precision adaptive filters: facts from backward error analysis of RLS

TOD: Transprecise object detection to maximise real-time accuracy on the edge

JunKyu Lee Information

University

Position

___

Citations(all)

190

Citations(since 2020)

95

Cited By

116

hIndex(all)

10

hIndex(since 2020)

6

i10Index(all)

11

i10Index(since 2020)

5

Email

University Profile Page

Queen's University Belfast

Google Scholar

View Google Scholar Profile

JunKyu Lee Skills & Research Interests

Energy-Efficient ML/AI

Trustworthy ML/AI

Top articles of JunKyu Lee

Title

Journal

Author(s)

Publication Date

The Effects of Weight Quantization on Online Federated Learning for the IoT: A Case Study

IEEE access

Nil Llisterri Giménez

Junkyu Lee

Felix Freitag

Hans Vandierendonck

2024/1/4

Resource-efficient convolutional networks: A survey on model-, arithmetic-, and implementation-level techniques

JunKyu Lee

Lev Mukhanov

Amir Sabbagh Molahosseini

Umar Minhas

Yang Hua

...

2023/7/13

Roma: Run-time object detection to maximize real-time accuracy

JunKyu Lee

Blesson Varghese

Hans Vandierendonck

2023

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?

arXiv preprint arXiv:2310.14090

Peixuan Song

JunKyu Lee

Lev Mukhanov

2023/10/21

Increased leverage of transprecision computing for machine vision applications at the edge

Journal of Signal Processing Systems

Umar Ibrahim Minhas

JunKyu Lee

Lev Mukhanov

Georgios Karakonstantis

Hans Vandierendonck

...

2022/10

Comparison of two microcontroller boards for on-device model training in a keyword spotting task

Nil Llisterri Giménez

Felix Freitag

JunKyu Lee

Hans Vandierendonck

2022/6/7

Towards lower precision adaptive filters: facts from backward error analysis of RLS

IEEE Transactions on Signal Processing

JunKyu Lee

Hans Vandierendonck

2021/6/4

TOD: Transprecise object detection to maximise real-time accuracy on the edge

JunKyu Lee

Blesson Varghese

Roger Woods

Hans Vandierendonck

2021/5/10

Resource-efficient deep learning: A survey on model-, arithmetic-, and implementation-level techniques

arXiv preprint arXiv:2112.15131

JunKyu Lee

Lev Mukhanov

Amir Sabbagh Molahosseini

Umar Minhas

Yang Hua

...

2021/12/30

Mixed-Precision Kernel Recursive Least Squares

IEEE Transactions on Neural Networks and Learning Systems

JunKyu Lee

Dimitrios S Nikolopoulos

Hans Vandierendonck

2020/12/16

AIR: Iterative refinement acceleration using arbitrary dynamic precision

Parallel Computing

JunKyu Lee

Gregory D Peterson

Dimitrios S Nikolopoulos

Hans Vandierendonck

2020/9/1

See List of Professors in JunKyu Lee University(Queen's University Belfast)

Co-Authors

H-index: 61
Robert J. Harrison

Robert J. Harrison

Stony Brook University

H-index: 29
Roger Woods

Roger Woods

Queen's University Belfast

H-index: 26
Blesson Varghese

Blesson Varghese

Queen's University Belfast

H-index: 23
Hans Vandierendonck

Hans Vandierendonck

Queen's University Belfast

H-index: 12
Cheol-Ho Hong

Cheol-Ho Hong

Chung-Ang University

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