Younghoon Byun

13 papers A* 1A 3C 1Journal 4Unranked 4
YearRankTypeTitle / Venue / Authors
2024 A* conf
Partially-Structured Transformer Pruning with Patch-Limited XOR-Gate Compression for Stall-Free Sparse-Model Access.
DAC
Younghoon Byun, Youngjoo Lee
2023 A conf
Energy-Efficient RISC-V-Based Vector Processor for Cache-Aware Structurally-Pruned Transformers.
ISLPED
Jung Gyu Min, Dongyun Kam, Younghoon Byun, Gunho Park, Youngjoo Lee
2023 — conf
Sparsity-Aware Memory Interface Architecture using Stacked XORNet Compression for Accelerating Pruned-DNN Models.
MLSys
Younghoon Byun, Seungsik Moon, Baeseong Park, Se Jung Kwon, Dongsoo Lee, Gunho Park, Eunji Yoo, Jung Gyu Min, Youngjoo Lee
2022 J jnl
CHAMP: Channel Merging Process for Cost-Efficient Highly-Pruned CNN Acceleration.
IEEE Trans. Circuits Syst. I Regul. Pap.
Hyeokjun Kwon, Younghoon Byun, Seokhyeong Kang, Youngjoo Lee
2021 A conf
Approach to Improve the Performance Using Bit-level Sparsity in Neural Networks.
DATE
Yesung Kang, Eunji Kwon, Seunggyu Lee, Younghoon Byun, Youngjoo Lee, Seokhyeong Kang
2021 J jnl
Layerwise Buffer Voltage Scaling for Energy-Efficient Convolutional Neural Network.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Minho Ha, Younghoon Byun, Seungsik Moon, Youngjoo Lee, Sunggu Lee
2021 C conf
Rapid Design Space Exploration of Near-Optimal Memory-Reduced DCNN Architecture Using Multiple Model Compression Techniques.
ISCAS
Younghoon Byun, Youngjoo Lee
2019 — conf
FPGA-Based Sparsity-Aware CNN Accelerator for Noise-Resilient Edge-Level Image Recognition.
A-SSCC
Seungsik Moon, Hyunhoon Lee, Younghoon Byun, Jongmin Park, Junseo Joe, Seokha Hwang, Sunggu Lee, Youngjoo Lee
2019 A conf
Low-Complexity Dynamic Channel Scaling of Noise-Resilient CNN for Intelligent Edge Devices.
DATE
Younghoon Byun, Minho Ha, Jeonghun Kim, Sunggu Lee, Youngjoo Lee
2019 J jnl
Memory-Reduced Network Stacking for Edge-Level CNN Architecture With Structured Weight Pruning.
IEEE J. Emerg. Sel. Topics Circuits Syst.
Seungsik Moon, Younghoon Byun, Jongmin Park, Sunggu Lee, Youngjoo Lee
2019 — conf
Multi-level Weight Indexing Scheme for Memory-Reduced Convolutional Neural Network.
AICAS
Jongmin Park, Seungsik Moon, Younghoon Byun, Sunggu Lee, Youngjoo Lee
2019 J jnl
Selective Deep Convolutional Neural Network for Low Cost Distorted Image Classification.
IEEE Access
Minho Ha, Younghoon Byun, Jeonghun Kim, Jaecheol Lee, Youngjoo Lee, Sunggu Lee
2018 — conf
Fixed-Point Quantization of 3D Convolutional Neural Networks for Energy-Efficient Action Recognition.
ISOCC
Hyunhoon Lee, Younghoon Byun, Seokha Hwang, Sunggu Lee, Youngjoo Lee