@article{ART003130949},
author={Sanghyun Jung},
title={Real-time Defog Processing Using Cooperative Networks},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={10},
pages={89-96},
doi={10.9708/jksci.2024.29.10.089}
TY - JOUR
AU - Sanghyun Jung
TI - Real-time Defog Processing Using Cooperative Networks
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 10
PB - The Korean Society Of Computer And Information
SP - 89
EP - 96
SN - 1598-849X
AB - In this paper, we propose a deep learning model and inference pipeline that can process high-resolution fog video in real-time, addressing limitations found in classical defogging algorithms and existing deep learning-based defogging models. The key idea is separating the tasks of inferring fog color and estimating the amount of fog into two distinct models, allowing for a more efficient, lightweight design that improves inference speed. While many deep defogging models perform well on synthetic fog images, they suffer from reduced effectiveness on real-world fog images with diverse fog colors and backgrounds. We solve this problem by introducing a synthetic fog dataset generation method tailored for real-world conditions. Through experiments, we demonstrate the increase in visible distance achieved by proposed model and compare its inference speed and defogging performance against pre-trained models on real-world CCTV fog images.
KW - Defogging;Dehazing;Image restoration;Deep learning;Light-weight model;Real-time
DO - 10.9708/jksci.2024.29.10.089
ER -
Sanghyun Jung. (2024). Real-time Defog Processing Using Cooperative Networks. Journal of The Korea Society of Computer and Information, 29(10), 89-96.
Sanghyun Jung. 2024, "Real-time Defog Processing Using Cooperative Networks", Journal of The Korea Society of Computer and Information, vol.29, no.10 pp.89-96. Available from: doi:10.9708/jksci.2024.29.10.089
Sanghyun Jung "Real-time Defog Processing Using Cooperative Networks" Journal of The Korea Society of Computer and Information 29.10 pp.89-96 (2024) : 89.
Sanghyun Jung. Real-time Defog Processing Using Cooperative Networks. 2024; 29(10), 89-96. Available from: doi:10.9708/jksci.2024.29.10.089
Sanghyun Jung. "Real-time Defog Processing Using Cooperative Networks" Journal of The Korea Society of Computer and Information 29, no.10 (2024) : 89-96.doi: 10.9708/jksci.2024.29.10.089
Sanghyun Jung. Real-time Defog Processing Using Cooperative Networks. Journal of The Korea Society of Computer and Information, 29(10), 89-96. doi: 10.9708/jksci.2024.29.10.089
Sanghyun Jung. Real-time Defog Processing Using Cooperative Networks. Journal of The Korea Society of Computer and Information. 2024; 29(10) 89-96. doi: 10.9708/jksci.2024.29.10.089
Sanghyun Jung. Real-time Defog Processing Using Cooperative Networks. 2024; 29(10), 89-96. Available from: doi:10.9708/jksci.2024.29.10.089
Sanghyun Jung. "Real-time Defog Processing Using Cooperative Networks" Journal of The Korea Society of Computer and Information 29, no.10 (2024) : 89-96.doi: 10.9708/jksci.2024.29.10.089
