Younghoon Byun

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 12

Top Topics

Convolutional Neural Network

Indexing Schemes

Memory Management

Action Recognition

Top Venues

IEEE J. Emerg. Sel. Topics Circuits Syst.

IEEE Trans. Circuits Syst. I Regul. Pap.

Publications

Younghoon Byun, Seungsik Moon, Baeseong Park, Se Jung Kwon, Dongsoo Lee, Gunho Park, Eunji Yoo, Jung Gyu Min, Youngjoo Lee
Sparsity-Aware Memory Interface Architecture using Stacked XORNet Compression for Accelerating Pruned-DNN Models. MLSys (2023)
Jung Gyu Min, Dongyun Kam, Younghoon Byun, Gunho Park, Youngjoo Lee
Energy-Efficient RISC-V-Based Vector Processor for Cache-Aware Structurally-Pruned Transformers. ISLPED (2023)
Hyeokjun Kwon, Younghoon Byun, Seokhyeong Kang, Youngjoo Lee
CHAMP: Channel Merging Process for Cost-Efficient Highly-Pruned CNN Acceleration. IEEE Trans. Circuits Syst. I Regul. Pap. 69 (8) (2022)
Younghoon Byun, Youngjoo Lee
Rapid Design Space Exploration of Near-Optimal Memory-Reduced DCNN Architecture Using Multiple Model Compression Techniques. ISCAS (2021)
Yesung Kang, Eunji Kwon, Seunggyu Lee, Younghoon Byun, Youngjoo Lee, Seokhyeong Kang
Approach to Improve the Performance Using Bit-level Sparsity in Neural Networks. DATE (2021)
Minho Ha, Younghoon Byun, Seungsik Moon, Youngjoo Lee, Sunggu Lee
Layerwise Buffer Voltage Scaling for Energy-Efficient Convolutional Neural Network. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 40 (1) (2021)
Younghoon Byun, Minho Ha, Jeonghun Kim, Sunggu Lee, Youngjoo Lee
Low-Complexity Dynamic Channel Scaling of Noise-Resilient CNN for Intelligent Edge Devices. DATE (2019)
Jongmin Park, Seungsik Moon, Younghoon Byun, Sunggu Lee, Youngjoo Lee
Multi-level Weight Indexing Scheme for Memory-Reduced Convolutional Neural Network. AICAS (2019)
Minho Ha, Younghoon Byun, Jeonghun Kim, Jaecheol Lee, Youngjoo Lee, Sunggu Lee
Selective Deep Convolutional Neural Network for Low Cost Distorted Image Classification. IEEE Access 7 (2019)
Seungsik Moon, Younghoon Byun, Jongmin Park, Sunggu Lee, Youngjoo Lee
Memory-Reduced Network Stacking for Edge-Level CNN Architecture With Structured Weight Pruning. IEEE J. Emerg. Sel. Topics Circuits Syst. 9 (4) (2019)
Seungsik Moon, Hyunhoon Lee, Younghoon Byun, Jongmin Park, Junseo Joe, Seokha Hwang, Sunggu Lee, Youngjoo Lee
FPGA-Based Sparsity-Aware CNN Accelerator for Noise-Resilient Edge-Level Image Recognition. A-SSCC (2019)
Hyunhoon Lee, Younghoon Byun, Seokha Hwang, Sunggu Lee, Youngjoo Lee
Fixed-Point Quantization of 3D Convolutional Neural Networks for Energy-Efficient Action Recognition. ISOCC (2018)