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@article{ART002474593},
author={Yonghee Hong and Nam-Hun Song and Daehyeon Kim and Chan-Won Jun and 지호진},
title={Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2019},
volume={24},
number={6},
pages={11-19},
doi={10.9708/jksci.2019.24.06.011}

TY - JOUR
AU - Yonghee Hong
AU - Nam-Hun Song
AU - Daehyeon Kim
AU - Chan-Won Jun
AU - 지호진
TI - Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions
JO - Journal of The Korea Society of Computer and Information
PY - 2019
VL - 24
IS - 6
PB - The Korean Society Of Computer And Information
SP - 11
EP - 19
SN - 1598-849X
AB - In this paper, a new Scene-based Nonuniformity Correction (SBNUC) method is proposed by applying Image Roughness-like and Spatial Noise cost functions on deep neural network structure. The classic approaches for nonuniformity correction require generally plenty of sequential image data sets to acquire accurate image correction offset coefficients. The proposed method, however, is able to estimate offset from only a couple of images powered by the characteristic of deep neural network scheme. The real world SWIR image set is applied　to verify the performance of proposed method and the result shows that image quality improvement of PSNR 70.3dB (maximum) is achieved. This is about 8.0dB more than the improved IRLMS algorithm which preliminarily requires precise image registration process on consecutive image frames.
KW - Deep Neural Network;Image Roughness-like;SN;SBNUC;Improved IRLMS
DO - 10.9708/jksci.2019.24.06.011
ER -

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun and 지호진. (2019). Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions. Journal of The Korea Society of Computer and Information, 24(6), 11-19.

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun and 지호진. 2019, "Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions", Journal of The Korea Society of Computer and Information, vol.24, no.6 pp.11-19. Available from: doi:10.9708/jksci.2019.24.06.011

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun, 지호진 "Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions" Journal of The Korea Society of Computer and Information 24.6 pp.11-19 (2019) : 11.

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun, 지호진. Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions. 2019; 24(6), 11-19. Available from: doi:10.9708/jksci.2019.24.06.011

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun and 지호진. "Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions" Journal of The Korea Society of Computer and Information 24, no.6 (2019) : 11-19.doi: 10.9708/jksci.2019.24.06.011

Yonghee Hong; Nam-Hun Song; Daehyeon Kim; Chan-Won Jun; 지호진. Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions. Journal of The Korea Society of Computer and Information, 24(6), 11-19. doi: 10.9708/jksci.2019.24.06.011

Yonghee Hong; Nam-Hun Song; Daehyeon Kim; Chan-Won Jun; 지호진. Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions. Journal of The Korea Society of Computer and Information. 2019; 24(6) 11-19. doi: 10.9708/jksci.2019.24.06.011

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun, 지호진. Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions. 2019; 24(6), 11-19. Available from: doi:10.9708/jksci.2019.24.06.011

Yonghee Hong, Nam-Hun Song, Daehyeon Kim, Chan-Won Jun and 지호진. "Scene-based Nonuniformity Correction by Deep Neural Network with Image Roughness-like and Spatial Noise Cost Functions" Journal of The Korea Society of Computer and Information 24, no.6 (2019) : 11-19.doi: 10.9708/jksci.2019.24.06.011