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Bridging the Knowledge Gap via Transformer-based Multi-Layer Correlation Learning

Hun-Beom Bak and Seung-Hwan Bae*
IEEE Access, Vol. 11, pp. 53533-53548, April, 2024
DOI: 10.1109/ACCESS.2024.3387859


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Deformable Part Region Learning and Feature Aggregation Tree Representation for Object Detection

Seung-Hwan Bae
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 45, pp. 10817-10834, September, 2023
DOI: 10.1109/TPAMI.2023.3268864


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Decode-MOT: How Can We Hurdle Frames to Go Beyond Tracking-by-Detection?

Seong-Ho Lee, Dae-Hyeon Park, and Seung-Hwan Bae*
IEEE Transactions on Image Processing (TIP), Vol. 32, pp. 4378-4392, August, 2023
DOI: 10.1109/TIP.2023.3298538


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AFI-GAN: Improving Feature Interpolation of Feature Pyramid Networks via Adversarial Training for Object Detection

Seong-Ho Lee, and Seung-Hwan Bae*
Pattern Recognition (PR), Vol. 138, pp. 1-14, June, 2023
DOI: 10.1016/j.patcog.2023.109365


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Effective Multi-Object Tracking via Global Object Models and Object Constraint Learning

Yong-Sang Yoo, Seong-Ho Lee, and Seung-Hwan Bae*
Sensors, Vol. 22, pp. 1-28, October, 2022
DOI: 10.3390/s22207943


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GA3N: Generative Adversarial AutoAugment Network

Vanchinbal Chinbat, and Seung-Hwan Bae*
Pattern Recognition (PR), Vol. 127, pp. 1-11, July, 2022
DOI: 10.1016/j.patcog.2022.108637


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Online Multi-Object Tracking with Visual and Radar Features

Seung-Hwan Bae
IEEE Access, Vol. 8, pp. 90324-90339, May, 2020
DOI: 10.1109/ACCESS.2020.2994000


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Generative Adversarial Ensemble Learning for Face Forensics

Jae-Yong Baek, Yong-Sang Yoo, and Seung-Hwan Bae*
IEEE Access, Vol. 8, pp. 45421-45431, March, 2020
DOI: 10.1109/ACCESS.2020.2968612


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Adversarial Learning with Knowledge of Image Classification for Improving GANs

Jae-Yong Baek, Yong-Sang Yoo, and Seung-Hwan Bae*
IEEE Access, Vol. 7, No. 1, pp. 56591-56605, April, 2019
DOI: 10.1109/ACCESS.2019.2913697


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Survey of Amplitude-Aided Multi-Target Tracking Methods

Seung-Hwan Bae
IET Radar, Sonar and Navigation (RSN), Vol. 13, No. 2, pp. 243-253, February, 2019
DOI: 10.1049/iet-rsn.2018.5064


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Learning Discriminative Appearance Models for Online Multi-Object Tracking with Appearance Discriminability Measures

Seong-Ho Lee, Myung-Yun Kim, and Seung-Hwan Bae*
IEEE Access, Vol. 6, No. 1, pp. 67316-67328, December, 2018
DOI: 10.1109/ACCESS.2018.2879535


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Confidence-Based Data Association and Discriminative Deep Appearance Learning for Robust Online Multi-Object Tracking

Seung-Hwan Bae and Kuk-Jin Yoon
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 40, No. 3, pp. 595-610, March, 2018
DOI: 10.1109/TPAMI.2017.2691769

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Joint estimation of multi-target signal-to-noise ratio and dynamic states in cluttered environment

Seung-Hwan Bae, Jong-Youl Park, and Kuk-Jin Yoon
IET Radar, Sonar and Navigation (RSN), Vol. 11, No. 3, pp. 539-549, April, 2017
DOI: 10.1049/iet-rsn.2016.0416


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Multi-Classifier-based Automatic Polyp Detection in Endoscopic Images

Yeong-Jun Cho, Seung-Hwan Bae, and Kuk-Jin Yoon
Journal of Medical and Biological Engineering (JMBE), Vol. 36, No. 6, pp. 871-882, November, 2016

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Polyp Detection via Imbalanced Learning and Discriminative Feature Learning

Seung-Hwan Bae and Kuk-Jin Yoon
IEEE Transactions on Medical IMAGING (TMI), Vol. 34, No. 11, pp. 2379-2393, November, 2015 [Demo]
DOI: 10.1109/TMI.2015.2434398


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Robust Online Multi-Object Tracking with Data Association and Track Management

Seung-Hwan Bae and Kuk-Jin Yoon
IEEE Transactions on Image Processing (TIP), Vol. 23, No. 7, pp. 2820-2833, July, 2014 [Demo]
DOI: 10.1109/TIP.2014.2320821


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Classification of road surface status using a 94 GHz dual-channel polarimetric radiometer

Il Young Song, Ju Hong Yoon, Seung-Hwan Bae, Moon Gu Jeon, and Vladimir Shin
International Journal of Remote Sensing (IJRS), Vol. 33, No. 18, pp. 5746-5767, September, 2012

Automated Multi-target Tracking with Kinematic and Non-kinematic Information

Seung-Hwan Bae, Du Yong Kim, Ju Hong Yoon, Vladimir Shin, and Kuk-Jin Yoon
IET Radar, Sonar and Navigation (RSN), Vol. 6, No. 4, pp. 272-281, April, 2012
DOI: 10.1049/iet-rsn.2011.0154

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Joint Initialization and Tracking of Multiple Moving Objects Using Doppler Information

Ju Hong Yoon, Du Yong Kim, Seung-Hwan Bae, and Vladimir Shin
IEEE Transactions on Signal Processing (TSP), Vol. 59, No. 7, pp. 3447-3452, March, 2011
DOI: 10.1109/TSP.2011.2132720

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Maximum probability data association particle filter with amplitude information

Seung Hwan Bae, Du Yong Kim, Ju Hong Yoon and Vladimir Shin
International Journal of Systems Control, Vol. 1, No. 3, pp. 138-145, May, 2010

RT-MOT: Confidence-Aware Real-Time Scheduling Framework for Multi-Object Tracking Tasks

Donghwa Kang, Seunghoon Lee, Hoon Sung Chwa, Seung-Hwan Bae, Chang Mook Kang, Jinkyu Lee and Hyeongboo Baek
43rd IEEE Real-Time Systems Symposium, December, 2022
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Deformable Part Region Learning for Object Detection

Seung-Hwan Bae
AAAI Conference on Artificial Intelligence (AAAI), (Accept rate 15%), pp. 95-103, June, 2022
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Object Detection based on Region Decomposition and Assembly

Seung-Hwan Bae
AAAI Conference on Artificial Intelligence (AAAI), (Accept rate 16.2%), pp. 8094-8101, July, 2019
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Rank of Experts: Detection Network Ensemble

Seung-Hwan Bae, Youngwan Lee, Youngjoo Jo, Yuseok Bae, and Joong-won Hwang
Computing Research Repository (CoRR), pp. 1-10, December, 2017

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Robust Online Multi-Object Tracking based on Tracklet Confidence and Online Discriminative Appearance Learning

Seung-Hwan Bae and Kuk-Jin Yoon
[Demo] [Project & Code]
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1-8, June, 2014
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Algorithm for unknown SNR estimation based on sequential monte Carlo method in cluttered environment

Seung Hwan Bae, Yong Hoon Kim, Seok Jae Lee, Ju-Hong Yoon, Vladimir Shin
International Conference on Control, Automation and Systems (ICCAS), pp. 1004-1009, Seoul, Korea, October, 2010

Monitoring of road surface status using a passive millimeter wave sensor

Seung Hwan Bae, Ju Hong Yoon, Il Young Song, Yong Hoon Kim, Vladimir Shin*
17th ITS World Congress, Busan, Korea, October, 2010

군용 도메인 영상에 대한 서버와 온-보드 간의 객체 검출 성능 분석

Du-Hwan Hur, Dae-Hyeon Park, Deok-Woong Kim, Jae-Yong Baek, Jun-Hyeong Bak and Seung-Hwan Bae*
한국컴퓨터정보학회논문지 pp. 157-164, August, 2024

생성 모델을 이용한 데이터 프리 양자화를 위한 Bit-width Aware Generator와 채널 어텐션 기반 중간 레이어 지식 증류

Jae-Yong Baek, Dae-Hyeon Park, Yong-Sang Yoo, Du-Hwan Hur, Deok-Woong Kim, Hyuk-Jin Shin and Seung-Hwan Bae*
한국컴퓨터정보학회논문지 pp. 11-20, July, 2024

딥러닝 기반 유도무기 표적 검출에 적합한 지역적/전역적 적외선 이미지 전처리 기법에 관한 연구

Jae-Yong Baek, Dae-Hyeon Park, Yong-Sang Yoo, Du-Hwan Hur, Deok-Woong Kim, Hyuk-Jin Shin and Seung-Hwan Bae*
한국컴퓨터정보학회논문지 pp. 41 - 51, July, 2024

Multi-Source Light Detection with Semi-supervised Learning and Lightness Focal Loss

Yong-Sang Yoo, Jae-Yong Baek, and Seung-Hwan Bae*
제 36회 영상처리 및 이해에 관한 워크샵 pp. 1-6, Feburary, 2024

PM-ZSQ: Precision-Aware Generator and Multi-Layer Distillation for Zero-Shot Quantization

Deok-Woong Kim, Hun-Beom Bak, and Seung-Hwan Bae*
제 36회 영상처리 및 이해에 관한 워크샵 pp. 1-6, Feburary, 2024

Tracking and Scene Contextual Similarity Learning for Accelerating MOT

Dae-Hyeon Park, Seong-Ho Lee, and Seung-Hwan Bae*
제 36회 영상처리 및 이해에 관한 워크샵 pp. 1-7, Feburary, 2024

Knowledge Distillation based-on Internal/External Correlation Learning

Hun-Beom Bak, and Seung-Hwan Bae*
한국컴퓨터정보학회논문지 Vol. 28, No. 4, pp. 31-39, April, 2023

Internal/External 상관성 활용 가능한 이종 레이어간 지식 증류

Hun-Beom Bak, Dae-Hyeon Park, and Seung-Hwan Bae*
제 35회 영상처리 및 이해에 관한 워크샵, pp. 1-4, February, 2023

Data-Free Knowledge Distillation via Hard Sample Generation

Se-Gwon Cheon, Yong-Sang Yoo, and Seung-Hwan Bae*
제 35회 영상처리 및 이해에 관한 워크샵, pp. 1-4, February, 2023

A Self-Supervised Detector Scheduler for Efficient Tracking-by-Detection Mechanism

Dae-Hyeon Park, Seong-Ho Lee, Seung-Hwan Bae*
한국컴퓨터정보학회논문지, Vol. 27, No. 10, pp. 19-28, October, 2022

객체 검출을 위한 적대적 학습 기반 Feature Pyramid Network 특징맵 보간 성능 향상 기법

Seong-Ho Lee, and Seung-Hwan Bae*
제34회 영상처리 및 이해에 관한 워크샵, pp. 1-6, Feburary, 2022

효율적인 다중 객체 추적을 위한 다중 전역 모델 및 제한적 모델 업데이트 알고리즘

Yong-Sang Yoo, Seong-Ho Lee, Dea-Hyeon Park and Seung-Hwan Bae*
2021 한국소프트웨어종합학술대회, pp. 536-538, December, 2021

자동화된 데이터 증강을 위한 적대적 생성 신경망

Vanchinbal Chinbat, Hun-Beom Bak, Jibum Kim and Seung-Hwan Bae*
2021 한국소프트웨어종합학술대회, pp. 539-541 , December, 2021

적대적 앙상블 학습을 통한 합성 얼굴 이미지 판별

Yong-Sang Yoo and Seung-Hwan Bae*
제33회 영상처리 및 이해에 관한 워크샵, pp. 1-6, February, 2021

외형 분별력 평가를 통한 온라인 다중 객체 추적에서의 외형 모델 학습

Dae-Hyeon Park, Seong-Ho Lee, and Seung-Hwan Bae*
제33회 영상처리 및 이해에 관한 워크샵, pp. 1-6, February, 2021

Online Multi-Object Tracking by Learning Discriminative Appearance with Fourier Transform and Partial Least Square Analysis

Seong-Ho Lee, Seung-Hwan Bae*
한국컴퓨터정보학회논문지, Vol. 25, No. 2, pp. 49-58, February, 2020

강인한 온라인 다중 객체 추적을 위한 신뢰도 기반 데이터 연관 및 딥러닝기반 외형 학습

Seung-Hwan Bae and Kuk-Jin Yoon
제30회 영상처리 및 이해에 관한 워크샵, Vol. 30, pp. N2-0002, February, 2018

Probabilistic data association with amplitude information filter based with unknown SNR information in cluttered environment

Seung Hwan Bae, Tae Sun Choi, Vladimir Shin
Proc. Information and Communication Field Union Congress, October, 2010

Comparison of distributed receding horizon filtering for linear discrete-time systems with uncertainties

Ju Hong Yoon, Seung Hwan Bae, and Vladimir Shin
Proc.Intern. Conf. on Computer and Automation Engineering, pp. 117-122, February, 2010

Comparison and analysis of distributed fusion filtering algorithm

Seung Hwan Bae, Ju Hong Yoon, Vladimir Shin*
Proc. Information and Communication Field Union Congress, pp. 37-43, Gwangju, Korea, November, 2009 (Outstanding Paper Awarded)

Comparison of distributed fusion filters for linear dynamic system with uncertainty

Ju Hong Yoon, Seung Hwan Bae, and Vladimir Shin
Proc. 2nd Intern. Conf. on Computer and Network Technology, pp. 367-371, October, 2009

보조 식별기가 추가된 기계학습을 통해 이미지의 생성을 가능하게 하는 생성적 적대 신경망 기반의
이미지 생성 처리 장치 및 방법

Seung-Hwan Bae
July, 2021
KR 등록번호 10-2278215

영상에서의 객체 추적을 위한 트랙렛의 특징 벡터 할당을 수행하는 전자 장치 및 그 동작 방법

Seung-Hwan Bae
November, 2020
KR 등록번호 10-2176179

특징맵에 대한 영역 분할과 병합을 통해 기계학습 기반의 객체 식별을 수행하는 전자 장치 및 그 동작
방법

Seung-Hwan Bae
September, 2019
KR 등록번호 10-2026139

다중 객체 추적을 위한 트랙렛의 특징 벡터 할당이 가능한 전자 장치 및 그 동작 방법

Seung-Hwan Bae
June, 2019
KR 등록번호 10-1991307

POLYP DETECTION APPARATUS AND METHOD OF OPERATING THE SAME

Sung-Hyun Kim, Kuk-Jin Yoon, Seung-Hwan Bae, Yeong-Jun Cho, Tae-Kyung Kim, Ji-Woon Jung
December, 2016
US 등록번호 US9530205B2
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