Dr. Chang-Hwan Son
Associate Professor
School of Software [Major in Software Science and Engineering]
Kunsan National University
558 Daehak-ro, Gunsan-si, Jeollabuk-do, 54150, Republic of Korea
Email: cson@kunsan.ac.kr
Phone: 82-63-469-8915
Office: #105, Digital Information Building
ORCID : 0000-0001-7077-3074
Short Bio
Chang-Hwan Son received the B.S., M.S., and Ph.D. degrees in electronic engineering from Kyungpook National University, Daegu, South Korea, in 2002, 2004, and Aug. 2008, respectively. His advisory was Prof. Yeong-Ho Ha. During his Ph. D. program, he was selected as a national scholarship student in 2006. After he got his doctorate, he worked at Samsung Electronics, Suwon, South Korea. As a senior researcher, he developed color processing algorithms in digital printers. From 2015 to 2017, he was a post-doctoral researcher with the department of electrical and computer engineering, Ryerson University, Canada where he received full funding from his supervisor Prof. Xiao-Ping Zhang. Since 2017, he has been with the Department of the Software Convergence Engineering, Kunsan National University, South Korea, where he is currently an Associate Professor and the Director of the Vision and Learning Laboratory. His current research interests include image processing, computer vision, deep learning, machine learning, multispectral processing, and color imaging. He is an Associate Editor of the IEEE Access Journal and the Journal of Imaging Science and Technology.
Research Interests (Vision, Learning, Color)
Computer Vision and Deep Learning : image classification, object detection, image captioning, multimodal learning
Image Processing : image fusion, rain removal, denoising, deblurring, image-to-image translation, inverse halftoning
Machine Learning : deep learning, sparse coding, dictionary learning, probabilistic graphical model
Smart Farm : crop disease identification , pest counting & super-resolution
Color in Computer Graphics & Multispectral Imaging : color reproduction, color separation, color appearance, gamut mapping, color constancy
Halftoning & Data Hiding : error diffusion, image barcode, hardcopy data hiding, reverse color to gray mapping
Biomedical Signal & Image Analysis : bone age estimation, color fundus photography, blood pressure estimation
News
여풍휘 학생의 IS&T Itek Award 국제 최우수 논문상 수상을 축하합니다. 이 수상은 지난 한해 동안 실린 JIST/JEI (SCIE) 저널중에서 가장 탁월한 학생에게 주어지는 영예로운 상입니다. 역대 수상자와 어깨를 나란히 하게 돼 영광스럽습니다.
유동주 학생의 "SW중심대학 공동해커톤 2023" 특별상 수상을 축하드립니다.
양민석, 김가은 학생 "한국정보기술학회 논문경진대회 금상 및 은상 수상"을 축하드립니다.
김가은, 정재민, 이원도 학생의 "전북 공공데이터 창업경진대회 우수상" 수상을 축하드립니다.
이재현 학생의 "메가스터디교육" (AI사업부) 취업을 축하합니다!!
정다희 학생의 "인터파크" (이미지/AI부서) 취업을 축하합니다!!
I am looking for master's and doctoral candidates, and postdoctoral researchers who are interested in computer vision and deep learning, especially for image restoration (e.g., super-resolution, rain removal), image classification, object detection, multi-modal fusion, and image captioning. Full-funding can be provided depending on the applicants' ability.
연구실 소개 동영상 : 클릭
Teaching
Computer Vision & Artificial Intelligence
Artificial Intelligence & Sensor Fusion
Linear Algebra
Optimization
Machine Learning
Computer Architecture
C/C++ Programming
Python Programming
Image Processing
Editorship & Review Works
Associate Editor, IEEE Access (SCIE 저널)
Associate Editor, Journal of Imaging Science and Technology (SCIE 저널)
한국화상학회 편집위원
한국정보기술학회 이사
한국멀티미디어학회 이사
각종 톱티어 저널 논문 리뷰, IEEE Transaction Journals (IEEE T-IP, IEEE T-CSVT, IEEE T-GRS, IEEE T-NNLS 등)
Professional Activities
한국교통안전공단 전문평가위원, 2024년~2025년
국방과학연구소, 평가위원, 2024년
연구재단 신진연구 평가위원, 2024년
정보전산원장, 2024년 3월
전북 빅데이터 허브 운영 제안서 평가위원, 2023년
한국과학기술정보연구원(KISTI) 소리데이터 평가위원, 2023년
대학연계 참학력 공동교육과정 운영 - AI/SW 기초코딩, 2023년
연구재단 ICT융합연구단 전문위원(RB) 심의위원회, 2023년
정보통신기획평가원(IITP) 글로벌SW전문기업육성, 평가위원 2023년
연구재단 인문사회연구소지원사업 평가위원, 2023년
창원대학교 초청강연, 2023년
공학교육혁신센터 위원회, 교양교육개편TF팀, 2023년
SW중심대학사업계획서 집필진 : '교육과정 개편 및 운영' 파트장, 2022년
일반고-대학 연계 주말강좌 개설 및 운영 (AI/SW 기초코딩), 2022년
IS&T Itek Award 국제 최우수 논문상 수상, 2022년
SW학부 개설책임자, 각종위원회, 2022년
연구재단 중견연구/기본연구/세종과학펠로우십/박사과정생연구장려금 평가위원, 2022년
국립해양측위정보원 사업제안서 평가위원, 2022년
군산대-야마구치 대학 조인트 세마나 초청강연, 2021년
중견연구/기초연구실사업/세종과학펠로우십, 평가위원 2021년
국방과학연구소(ADD), 종료과제 평가위원, 2020년
연구재단 기본연구/지역대학우수과학자/박사후국내연수사업, 평가위원, 2020년
안동대학교 초청강연, 2020년
연구재단 기본연구사업, 평가위원, 2019년
한국원자력연구원, 초청강연, 2019년
한국화상학회, 초청강연, 2019년
농촌진흥청 국립식량과학원, 초청강연, 2018년
제 30회 영상처리 및 이해에 관한 워크숍 (IPIU) 신진연구자 초청강연, 2017년
정보기술학회 전북지구 워크숍, 초청강연, 2017년
ADW 학회, 초청강연, 2017년
화질연구회, 초청강연, 2017년
Selected Research Papers
"ROI-aware multiscale cross-attention vision transformer for pest image identification," arXiv:2312.16914 [cs.CV]
"Trap-based pest counting : Multiscale and deformable attention CenterNet integrating internal LR and HR joint feature learning," Remote Sensing, vol. 15, no. 15, 3810, July 2023.
"Attention-based multiscale localization for bone age assessment," IEEE International Symposium on Biomedical Imaging (IEEE ISBI), Cartagena, Colombia, Apr. 2023.
"Heavy rain face image restoration: integrating physical degradation model and facial component-guided adversarial learning," Sensors, vol. 22, no. 14, 5359, July 2022. (paper , pytorch code) (A new face image restoration for heavy rain face images!! )
"New encoder learning for captioning heavy rain images via semantic visual feature matching," 29th Color and Imaging Conference (CIC), Virtual, Nov. 2021. (pytorch code, paper) (A new image captioning approach for heavy rain images!!)
"Leaf spot attention network for apple leaf disease identification," IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR) Workshop, Virtual, June 2020, pp.229-237. (paper) (matlab source code)
(The proposed method surpasses conventional classification models : Pyramid Vision Transformer, VGG, ResNet, Feature Pyramid Net !!)
"Near-infrared fusion via color regularization for haze and color distortion removals," IEEE Transactions on Circuits and Systems for Video Technology (IEEE T-CSVT), vol. 28, no, 11, pp. 3111-3126, Nov. 2018. (Resulting Images)
"Near-infrared coloring via a contrast preserving mapping model," IEEE Transactions on Image Processing (IEEE T-IP), vol. 26, no. 11, pp. 5381-5394, Nov. 2017. (Resulting Images)
"Rain removal via shrinkage of sparse codes and learned rain dictionary," IEEE International Conference on Multimedia & Expo (IEEE ICME) Workshop, 2016. (matlab code)
"Inverse color to black-and-white halftone conversion via dictionary learning and color mapping," Information Sciences, vol. 299, pp. 1-19, 2015.
"Layer-based approach for image pair fusion," IEEE Transactions on Image Processing (IEEE T-IP), vol. 25, no. 6, pp. 2866-2881, April 2016.
"Local learned dictionaries optimized to edge orientation for inverse halftoning," IEEE Transactions on Image Processing (IEEE T-IP), vol. 23, no. 16, pp. 2542-2556, June 2014. (C++ source code)
"Watermark detection from clustered halftone dots via learned dictionary," Signal Processing, vol. 102, pp. 77-84, 2014.
"Improved color separation based on dot-visibility modeling and color mixing rule for six-color printers," Journal of Imaging Science and Technology (JIST), vol. 55 no. 1, pp. 10505-1-10505-16, 2011.
"Illumination-level adaptive color reproduction method with lightness adaptation and flare compensation for mobile display," Journal of Imaging Science and Technology (JIST), vol. 51, no. 1, pp. 44-52, 2007.
(The proposed idea was applied to Samsung mobile phone!!)
"Hi-Fi printer characterization method using color correlation for gamut extension," IEEE International Conference on Image Processing (IEEE ICIP), pp. 1517-1520, 2006.
All Publications
Domestic Journals
* Image Processing, Computer Vision, Deep Learning
"Pest counting model based on multiscale local attention," will be published in The Journal of Korean Institute of Information Technology (JKIIT), 2024.
"Multispectral object detection based on cross-attention fusion," will be published in The Journal of Korean Institute of Information Technology (JKIIT), 2023.
"Multiscale and deformable density attention model for trap-based pest counting," will be published in The Journal of Korean Institute of Information Technology (JKIIT), 2023.
"Region-of-interest-based multiscale cross attention vision transformer for pest image classification," will be published in The Journal of Korean Institute of Information Technology (JKIIT), 2023.
"Pest image superresolution based on latent feature knowledge transfer," will be published in The Journal of Korean Institute of Information Technology (JKIIT), 2023.
"Blind heavy rain face image restoration using statistical feature transformation for each facial component," will be published in The Journal of Korean Institute of Information Technology (JKIIT), 2023.
"Pyramid vision transformer based on bidirectional multiscale feature fusion for pest classification," The Journal of Korean Institute of Information Technology (JKIIT), vol. 20, no. 10, pp. 91-98, Oct. 2022.
"Pest image superresolution using class-specific perceptual loss model and region-of-interests features," The Journal of Korean Institute of Information Technology (JKIIT), vol. 20, no. 8, pp. 123-132, Aug. 2022.
"Multiscale centernet for pest detection and counting," The Journal of Korean Institute of Information Technology (JKIIT), vol. 20, no. 7, pp. 111-121, Jul. 2022.
"Super resolution with sparse gradient-guided attention and wavelet loss for suppressing image structural distortion," The Journal of Korean Institute of Information Technology (JKIIT), vol. 20, no. 4, pp. 107-122, Apr. 2022.
"Super resolution of face images captured in heavy rain conditions," The Journal of Korean Institute of Information Technology (JKIIT), vol. 19, no. 10, pp. 87-98, Oct. 2021.
"Image captioning via semantic visual feature matching in heavy rain condition," The Journal of Korean Institute of Information Technology (JKIIT), vol. 19, no. 5, pp. 19-29, May 2021.
"Attention-enhanced YOLO model via region of interest feature extraction for leaf diseases detection," The Journal of Korean Institute of Information Technology (JKIIT), vol. 19, no. 4, pp. 83-93, Apr. 2021.
"Structure-aware residual network for rain streak removal," The Journal of Korean Institute of Information Technology (JKIIT), vol. 18, no. 10, pp. 87-100, Oct. 2020. (MatConvNet source code)
"Rain removal via deep convolutional neural networks considering orientation and strength of rain streaks," The Journal of Korean Institute of Information Technology (JKIIT), 2019.
"Recognizing apple leaf diseases via segmentation-aware deep convolutional neural networks for smart farm," The Journal of Korean Institute of Information Technology (JKIIT), 2019.
"Decoding hidden data from image barcode via deep convolutional neural networks," The Journal of Korean Institute of Information Technology (JKIIT), pp. 65-75, May 2019.
"Image denoising via structure-aware deep convolutional neural networks," The Journal of Korean Institute of Information Technology (JKIIT), 2018.
"Recognizing species and conditions of street trees based on multiscale and deep feature extraction," Journal of the Institute of Electronics and Information Engineers (Journal of IEIE), vol. 55, no.4, pp. 70-78, April 2018.
International Journals and Conferences
* Image Processing, Computer Vision, Deep Learning
"Trap-based pest counting : Multiscale and deformable attention CenterNet integrating internal LR and HR joint feature learning", Remote Sensing, vol. 15, no. 15, 3810, July 2023 .
"Heavy rain face image restoration: integrating physical degradation model and facial component-guided adversarial learning," Sensors, vol. 22, no. 14, 5359, July 2022. (paper , pytorch code) (A new face image restoration for heavy rain face images!! )
"Super resolution with sparse gradient-guided attention for suppressing structural distortion " IEEE International Conference on Machine Learning and Applications (IEEE ICMLA), Virtual, pp. 886-891, Dec. 2021
"New encoder learning for captioning heavy rain images via semantic visual feature matching," Journal of Imaging Science and Technology (JIST), vol 65. no. 5, pp. 050402-1–050402-12 , Sept./Oct. 2021. (IS&T Itek Award 우수 논문상 수상), (arXiv version) (pytorch code)
"Leaf spot attention networks based on spot feature encoding for leaf diseases identification and detection," Applied Sciences, vol. 11, 7960, 2021, which is an updated version of IEEE CVPR workshop.
"Layer decomposition learning based on gaussian convolution model and residual deblurring for inverse halftoning," Applied Sciences, vol. 11, no. 15, 7006, July 2021. (Resulting Images, BSDS100)
"Leaf spot attention network for apple leaf disease identification," IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR) Workshop, Virtual, June 2020, pp. 229-237. (paper) (Matlab source code)
"Inverse halftoning through structure-aware deep convolutional neural networks," Signal Processing, (arXiv version) vol. 173, Aug. 2020.
"Rain detection and removal via shrinkage-based sparse coding and learned rain dictionary," Journal of Imaging Science and Technology (JIST), vol. 64, no. 3, pp. 30501-1-30501-17(17), May 2020.
"Apple leaf disease identification through region-of-interest-aware deep convolutional neural network," Journal of Imaging Science and Technology (JIST), vol. 64, no. 2, pp. 20507-1-20507-10, Jan. 2020.
"Near-infrared fusion via color regularization for haze and color distortion removals," IEEE Transactions on Circuits and Systems for Video Technology (IEEE T-CSVT), vol. 28, no, 11, pp. 3111-3126, Nov. 2018. (Resulting Images)
"Near-infrared fusion via a series of transfers for noise removal," Signal Processing, vol. 143, pp. 20-27, Feb. 2018.
"Near-infrared coloring via a contrast preserving mapping model," IEEE Transactions on Image Processing (IEEE T-IP), vol. 26, no. 11, pp. 5381-5394, Nov. 2017. (Resulting Images)
"Multimodal fusion via a series of transfers for noise removal," IEEE International Conference on Image Processing (IEEE ICIP), pp. 530-534, 2017.
"Rain removal via shrinkage of sparse codes and learned rain dictionary," IEEE International Conference on Multimedia & Expo (IEEE ICME) Workshop, 2016. (Matlab source code)
"Layer-based approach for image pair fusion," IEEE Transactions on Image Processing (IEEE T-IP), vol. 25, no. 6, pp. 2866-2881, April 2016.
"Near-infrared coloring via a contrast-preserving mapping model," IEEE Global Conference on Signal and Information Processing (IEEE GlobalSIP) pp. 677-681, 2015.
"Local learned dictionaries optimized to edge orientation for inverse halftoning," IEEE Transactions on Image Processing (IEEE T-IP), vol. 23, no. 16, pp. 2542-2556, June 2014. (C++ source code)
"Inverse color to black-and-white halftone conversion via dictionary learning and color mapping," Information Sciences, vol. 299, pp. 1-19, 2015.
"Disparity-based space-variant image deblurring," Signal Processing: Image Communication, vol. 28, no. 7, pp.792-808, 2013.
"Image-pair-based deblurring with spatially varying norms and noisy image updating," Journal of Visual Communication and Image Representation (JVCIR), vol. 24, no. 8, pp. 1303-1315, 2012.
"Inverse halftoning based on sparse representation," Optics Letters (Opt. Lett.), 2012.
"Sparsity-based inverse halftoning," Electronics Letters (Electron Lett), 2012.
"A pair of noisy/blurry patches-based psf estimation and channel-dependent deblurring," IEEE Transactions on Consumer Electronics (IEEE T-CE), vol. 57, no. 4, pp. 1791-1799, 2011.
* Biomedical & Time-Series Signal Analysis
"Attention-based multiscale localization for bone age assessment," will be published in IEEE International Symposium on Biomedical Imaging (IEEE ISBI), 2023.
"Combining gaussian process with hybrid optimal feature decision in cuff-less blood pressure estimation," Diagnostics, vol. 13, no. 4, 736, Feb. 2023.
"Cuff-less blood pressure estimation with confidence intervals using hybrid feature selection and decision based on gaussian process," Applied Sciences, vol. 13, 1221, Jan. 2023.
"Respiratory rate estimation combining autocorrelation function-based power spectral feature extraction with gradient boosting algorithm," Applied Sciences, vol. 12, 8355, Aug. 2022.
"Multi-modal fundus image registration with deep feature matching and image scaling," International Conference on Ubiquitous Information Management and Communication (IMCOM), Jan. 2022.
"Inter-dependent LSTM: Baseball game prediction with starting and finishing lineups," International Conference on Ubiquitous Information Management and Communication (IMCOM), 2021.
"Multi-phases and various feature extraction and selection methodology for ensemble gradient boosting in estimating respiratory rate", IEEE Access, vol. 8, pp. 125648 - 125658, July 2020.
"Deep feature fusion based on contrast enhancement and superpixels for bone age diagnosis," The Journal of Korean Institute of Information Technology (JKIIT), vol.18, no.3, pp. 127-137, March 2020. (Matlab source code)
* Color & Multispectral Imaging
"Improved color separation based on dot-visibility modeling and color mixing rule for six-color printers," Journal of Imaging Science and Technology (JIST), vol. 55 no. 1, pp. 10505-1-10505-16, 2011.
"Adaptive color reproduction method to various users' monitor environment in color printer," SPIE Electronic Imaging, 2010.
"Photo-inkjet printing method based on limited colorant amount and dot-visibility ordering," IEEE Transactions on Consumer Electronics (IEEE T-CE), vol. 56, no. 2, pp. 280-288, 2010.
"Color correction of images projected on a colored screen for mobile beam projector," Journal of Imaging Science and Technology (JIST), vol. 52 no. 3, pp. 30505-1-30505-11, 2008.
"Illumination-level adaptive color reproduction method with lightness adaptation and flare compensation for mobile display," Journal of Imaging Science and Technology (JIST), vol. 51, no. 1, pp. 44-52, 2007.
"Improved inverse characterization of multicolorant printer using colorant correlation," Journal of Imaging Science and Technology (JIST), vol. 51, no. 2, pp. 175-184, 2007.
"Real-time color matching between camera and LCD based on 16-bit lookup table design in mobile phone," Journal of Imaging Science and Technology (JIST), vol. 51, no. 4, pp. 348-359, 2007.
"Six color separation using additional colorants and quantitative granularity metric," Journal of Imaging Science and Technology (JIST), vol. 50, no, 1, pp. 25-34, 2006.
"Illuminant adaptive color reproduction based on lightness adaptation and flare for mobile phone," IEEE International Conference on Image Processing (IEEE ICIP), pp. 1513-1516, 2006.
"Hi-Fi printer characterization method using color correlation for gamut extension," IEEE International Conference on Image Processing (IEEE ICIP), pp. 1517-1520, 2006.
"Six color separation using the additional colorants with less dot visibility," IS&T Color Imaging Conference (CIC), pp. 189-194, 2005.
* Halftoning & Hardcopy Data Hiding
"Estimating embedded data from clustered halftone dots via learned dictionary," IEEE International Conference on Image Processing (IEEE ICIP), pp. 2624-2628, 2014.
"Watermark detection from clustered halftone dots via learned dictionary," Signal processing, vol. 102, pp. 77-84, 2014.
"Color embedding and recovery based on wavelet packet transform," Journal of Imaging Science and Technology (JIST), vol. 52, no. 1, pp. 10501-1-10501-10, 2008.
"Text-enhanced error diffusion using multiplicative parameters and error scaling factor," Journal of Imaging Science and Technology (JIST), vol. 50, no. 5, pp. 437-447. Sep./Oct. 2006.
"Multitoning method based on threshold modulation using MJBNM for banding artifact reduction," IS&T Conference on Colour in Graphics, Imaging, and Vision (CGIV), pp. 318-321, 2006.
Other Conferences
"Lightweight deep extraction networks for single image de-raining ," International Conference on Ubiquitous Information Management and Communication (IMCOM), 2021.
"BCGAN: Facial expression synthesis by bottleneck-layered conditional generative adversarial networks ," International Conference on Ubiquitous Information Management and Communication (IMCOM), 2021.
"해충 카운팅을 위한 딥러닝 모델 성능 비교," 한국정보기술학회 추계종합학술대회, 11월 26일, 제주도, 2021.
"관심영역 특징 추출 기반의 해충 초고해상화 기법," 한국정보기술학회 추계종합학술대회, 11월 26일, 제주도, 2021.
"전이학습 기반의 해충 영상 분류 성능 비교," 한국정보기술학회 추계종합학술대회, 11월 26일, 제주도, 2021.
Patents
국내특허(KR), 상호 의존 LSTM 모델 기반 야구 경기의 domain shift 문제 해결 모델, 2022.
국제특허(US), 화상 형성 장치와 컬러 보정 그 방법 및 이를 이용하어 출력 영상의 컬러를 보정하기 위한 호스트 장치, 2017.
국제특허(US), 화상 투사 장치의 이미지 컬러를 조절하기 위한 방법과 장치, 2013.
국제특허(US), 모바일 디스플레잉 장치에 있는 색맹의 사람을 위한 조절하는 색상 구성의 방법, 2013.
국내특허(KR), 모바일 디스플레이 장치에서의 색약자를 위한 구현 방법, 2008
국내특허(KR), 휴대영상장치의 영상 구현 방법, 2003.
Honors and Awards
전라북도 공공데이터 활용 창업경진대회 우수상 수상, "해충 탐지 시스템", 2023년 7월
SW중심대학 공동해커톤 2023 특별상 수상, 천안 재능교육 연수원, 2023년 6월 28~30일
논문경진대회 금상 수상, "교차 어텐션 퓨전 기반의 멀티스펙트럴 객체 검출," 한국정보기술학회, 제주도, 2023년 6월 2일
논문경진대회 은상 수상, "해충 이미지 분류를 위한 관심영역 기반 크로스 어텐션 멀티스케일 비전 트랜스포머," 한국정보기술학회, 제주도, 2023년 6월 2일
논문경진대회 은상 수상, "해충 카운팅을 위한 멀티스케일 어텐션 CenterNet," 한국정보기술학회, 제주도, 2022년 12월 2일
IS&T Itek Award 국제 최우수 논문상 수상, "New Encoder Learning for Captioning Heavy Rain Images via Semantic Visual Feature Matching," IS&T, 2022년 8월
전라북도 공공데이터 활용 창업경진대회 최우수상 수상, "작물 질병 진단 시스템", 2022년 7월
논문경진대회 금상 수상, "해충 카운팅을 위한 멀티스케일 CenterNet," 한국정보기술학회, 제주도, 2022년 06월 03일
우수논문상 수상, "폭우 영상을 위한 의미적 시각 특징 정합 기반의 이미지캡셔닝," 한국화상학회 학술대회, 경주, 2021년 12월 3일
논문경진대회 금상 수상, "얼굴 구성요소 판별자 기반의 폭우 영상의 초고해상화," 한국정보기술학회, 제주도, 2021년 11월 26일
논문경진대회 금상 수상, "해충 카운팅을 위한 딥러닝 모델 성능 비교," 한국정보기술학회, 제주도, 2021년 11월 26일
'올해의 산융대인' 선정 (연구업적부문), 2021년
논문경진대회 금상 수상, "뼈 나이 진단을 위한 관심 영역 인식 심층 합성곱 신경망," 한국정보기술학회, 2019년 11월
논문경진대회 대상 수상, "작물의 질병 진단을 위한 딥 러닝 기반의 영상 인식," 한국정보기술학회, 2018년 11월
우수 논문상 수상, "구조 인식 심층 합성곱 신경망 기반의 영상 잡음 제거," 한국화상학회, 2018년 7월
논문경진대회 금상 수상, "빗줄기 방향과 강도를 고려한 심층 합성곱 신경망 기반의 빗줄기 제거 기법," 한국정보기술학회, 2018년 11월
논문경진대회 대상 수상, "인지적 색 공간에서 잔차 패치의 심층 학습에 기반한 잡음 제거 기법," 한국정보기술학회, 2018년 6월
Projects
(PI) "디지털 트랩을 활용한 콩 주요 해충 무인예찰 시스템 개발," (해충 식별 및 카운팅 딥러닝 모델 개발) 농촌진흥청, 2021.04 - 2024.12.
(PI) "야외 비전 시스템을 위한 영상-텍스트 크로스-모달 딥 러닝 모델 개발," 한국연구재단 중견연구자지원사업, 2020.03 - 2023.02.
"스마트건설기계전문인력양성사업," 건설기계부품연구원, 2020.03 - 2022.02.
(PI) "군산시의 스마트시티화를 위한 지능형 영상 분석 기술 고도화 방안," 군산대학교 국립대학육성사업, 2021.11-2022.01.
"라이프 컴패니온쉽 경험을 위한 지능형 인터랙션 융합 연구," 정보통신기획평가원, 2019.1-2021.12.
(PI) "차세대 기계학습 접근 기반의 영상인식 및 복원에 관한 연구," 군산대학교, 2017.10 - 2018.10.
(PI) "작물의 질병 진단을 위한 딥 러닝 기반의 영상 인식 시스템 개발," 프라임사업단, 2018.06 - 2018.11.
(PI) "조명 상태와 기상 조건을 고려한 표현 학습 기반의 크로스-필드 퓨전 기법 개발," 한국연구재단 지역대학우수과학자지원사업, 2017.06 - 2020.05.
(PI) "Sparse representation optimized to halftoned patterns for printing-related image processing," National Research Foundation of Korea, 2013.11- 2015.02.
"Image restoration using noisy and blurred images," Samsung Electronics, 2020.01 - 2011.08.
"Color correction on colored screen and improvement of image perception for mobile projector," Samsung Electronics, 2009.04 - 2009.11.
"Study on mobile beam projector and adaptive color matching algorithm," Samsung Electronics, 2006.03 - 2006.08.
"Development of core technology in next generation display and user-oriented optimization of color reproduction method," Korea Industrial Technology Foundation, 2005.09 - 2008.08
"Adaptive color matching considering illuminant effect in mobile phone," Samsung Electronics, 2005.01 - 2005.12.
"Development of color management system for digital color processing and reproduction," National Research Laboratory Program from Ministry of Science and Technology of Korea, 2002.06 - 2005.06.
Members
이원도, 양민석, 정수연, 김가은, 황원, 조정민
김도현, 김철환, 이재훈, 신정희, 김경태, 판런위엔, 송시열
Alumni
정재민(인텔리빅스, 컴퓨터비전 연구원)
이재현(메가스터디교육, AI 및 컴퓨터비전 연구원)
홍은하(토트 스타트업, 지능형로봇 연구원)
정다희(인터파크, AI 개발자)
여풍휘(가치소프트, 병력특례, AI 개발자)
최태민(파인원커뮤니케이션즈, 웹 개발자)
김주찬(성균관대학교 대학원, 의료영상처리 연구)
김민정(사람인에이치알, AI 연구원)
유희진(NEXTK, AI 개발자)
박기태(그림, 머신비전 개발자)
최연수(피아이이, 머신비전 개발자)