International Publications

International Conference

2024

 Text-Guided Variational Image Generation for Industrial Anomaly Detection and Segmentation


MinGyu Lee, Jongwon ChoiConference on Computer Vision and Pattern Recognition 2024 (CVPR2024) [Top-tier AI Conference], [Paper] [Arxiv] [Github]

 Exploiting Style Latent Flows for Generalizing Video Deepfake Detection


Jongwook Choi, Taehoon Kim, Yonghyun Jeong, Seungryul Baek, Jongwon ChoiConference on Computer Vision and Pattern Recognition 2024 (CVPR2024) [Top-tier AI Conference], [Paper] [Arxiv] [Github]

 Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation


YoungJoon Yoo, Jongwon Choi AAAI Conference on Artificial Intelligence 2024 (AAAI2024) [Top-tier AI Conference], [Paper] [ArXiv] [Github]

2023

 Scaling of Class-wise Training Losses for Post-hoc Calibration


Seungjin Jung, Seungmo Seo, Yonghyun Jeong, Jongwon ChoiInternational Conference on Machine Learning 2023 (ICML2023) [Top-tier ML Conference], [Paper] [ArXiv] [Github]

Document Change Detection with Hierarchical Patch Comparison 


Doyoung Park, Sunjin Kim, Minkyu Kim, Naresh Reddy Yarram, Seongho Joe, Youngjune Gwon, Jongwon ChoiInternational Conference on Image Processing 2023 (ICIP2023), [Paper]

Domain Generalization for Face Forgery Detection by Style Transfer 


Taehoon Kim, Jongwook Choi, Hyunjin Cho, HyoungJun Lim, Jongwon ChoiInternational Conference on Consumer Electronics 2024 (ICCE 2024), [Paper]

2022

FingerprintNet: Synthesized Fingerprints for Generated Image Detection 


 Yonghyun Jeong, Doyeon Kim, Youngmin Ro, Pyounggeon Kim, Jongwon ChoiEuropean Conference on Computer Vision 2022 (ECCV2022) [Top-tier CV Conference], [Paper]

FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations


 Yonghyun Jeong, Doyeon Kim, Youngmin Ro, Jongwon Choi AAAI Conference on Artificial Intelligence 2022 (AAAI2022) [Top-tier AI Conference], [Paper] [Arxiv]

BiHPF: Bilateral High-Pass Filters for Robust Detection of Synthesized Images 


Yonghyun Jeong, Doyeon Kim, Seungjai Min, Seongho Joe, Youngjune Gwon, Jongwon ChoiWinter Conference on Applications of Computer Vision 2022 (WACV2022), [Paper] [ArXiv]

mToFNet: Object Anti-Spoofing with Mobile Time-of-Flight Data 


Yonghyun Jeong, Doyeon Kim,Jaehyeon Lee, Minki Hong, Solbi Hwang, Jongwon ChoiWinter Conference on Applications of Computer Vision 2022 (WACV2022), [Paper] [ArXiv] [Dataset]

Novel-View Synthesis of Human Tourist Photos 


Jonathan Freer, Kwang Moo Yi, Wei Jiang, Jongwon Choi, Hyung Jin ChangWinter Conference on Applications of Computer Vision 2022 (WACV2022), [Paper]

Tracking Failure Prediction for Siamese Trackers Based on Channel Feature Statistics


Kyuewang Lee, Hoseok Do, Taegil Ha, Jongwon Choi, Jin Young ChoiIEEE International Conference on Advanced Video and Signal-Based Surveillance 2022 (AVSS2022), [Oral] [Paper]

2021

VaB-AL: Incorporating Class Imbalance and Difficulty with Variational Bayes for Active Learning


Jongwon Choi*, Kwang Moo Yi*, Jihoon Kim, Jinho Choo, Byoungjip Kim, Jin-Yeop Chang, Youngjune Gwon, Hyung Jin Chang(* Equally contributed) IEEE Conference on Computer Vision and Pattern Recognition 2021 (CVPR2021) [Top-tier CV Conference], [Paper] [Arxiv] [Github]

2020

Visual Domain Adaptation by Consensus-based Transfer to Intermediate Domain 


Jongwon Choi, Youngjoon Choi, Jihoon Kim, Jinyeop Chang, Ilhwan Kown, Youngjune Gwon, Seungjai MinAAAI Conference on Artificial Intelligence (AAAI2020) [Top-tier AI Conference], [Paper]  [Supplementary]

Associative Variational Auto-encoder with Distributed Latent Spaces and Associators


Dae Ung Jo, ByeongJu Lee, Jongwon Choi, Haanju Yoo, Jin Young ChoiAAAI Conference on Artificial Intelligence (AAAI2020) [Top-tier AI Conference], [Paper]

DoFNet: Depth of Field Difference Learning for Detecting Image Forgery 


Yonghyun Jeong*, Jongwon Choi*, Doyeon Kim, Sehyeon Park, Minki Hong, Changhyun Park, Seungjai Min, Youngjune Gwon (*Equally contributed) Asian Conference on Computer Vision (ACCV2020),  [Oral] [Paper]

2019

Backbone Can Not be Trained at Once: Rolling Back to Pre-trained Network for Person Re-Identification


Youngmin Ro, Jongwon Choi, Dae Ung Jo, Byeongho Heo, Jongin Lim, Jin Young ChoiAAAI Conference on Artificial Intelligence (AAAI2019) [Top-tier AI Conference] [ArXiv] [project page(code & result)]

Accelerating Simultaneous Optimization of the Model Architecture and the Training Hyperparameter


Youngjoon Choi, Jongwon Choi, Hankyu Moon, Jaeyoung Lee, Jin-Yeop ChangIEEE International Conference on Image Processing (ICIP2019), [Oral] [Paper

2018

Context-aware Deep Feature Compression for High-speed Visual Tracking


Jongwon Choi, Hyung Jin Chang, Tobias Fischer, Sangdoo Yun, Kyuewang Lee, Jiyeoup Jeong, Yiannis Demiris, Jin Young Choi IEEE Conference on Computer Vision and Pattern Recognition 2018 (CVPR2018) [Top-tier Computer Vision Conference] [pdf] [project page(code & result)]

Selective Ensemble Network for Accurate Crowd Density Estimation


Jiyeoup Jeong, Hawook Jeong, Jongin Lim, Jongwon Choi, Sangdoo Yun, Jin Young Choi International Conference on Pattern Recognition (ICPR2018), [Poster] [pdf]

2017

 Attentional Correlation Filter Network for Adaptive Visual Tracking


 Jongwon Choi, Hyung Jin Chang, Sangdoo Yun, Tobias Fischer, Yiannis Demiris, Jin Young Choi IEEE Conference on Computer Vision and Pattern Recognition 2017 (CVPR2017)  [Top-tier Computer Vision Conference] [pdf] [project page(github & result)]

Action-Decision Network for Visual Tracking with Deep Reinforcement Learning


Sangdoo Yun, Jongwon Choi, Youngjoon Yoo, Kimin Yun, and Jin Young ChoiIEEE Conference on Computer Vision and Pattern Recognition 2017 (CVPR2017)  [Top-tier Computer Vision Conference], [Spotlight][pdf] [project page(code & result)]

Effect of Learning Rate to Generalization Power


Dae Ung Jo, Jongwon Choi, Jin Young ChoiInternational Symposium on Advanced Intelligent Systems, 2017 (ISIS2017)[pdf]

2016

An Integrated Framework for 24-hours Fire Detection


Jongwon Choi, Jin Young ChoiEuropean Conference on Computer Vision Workshop, 2016 (ECCVW2016)  [Top-tier Computer Vision Conference - Workshop][pdf]

Density-aware Pedestrian Proposal Networks for Robust People Detection in Crowded Scenes


Sangdoo Yun, Kimim Yun, Jongwon Choi, Jin Young ChoiEuropean Conference on Computer Vision Workshop, 2016 (ECCVW2016)  [Top-tier Computer Vision Conference - Workshop][pdf]

  Visual Tracking Using Attention-Modulated Disintegration and Integration


  Jongwon Choi, Hyung Jin Chang, Jiyeoup Jeong, Yiannis Demiris, Jin Young Choi  IEEE Conference on Computer Vision and Pattern Recognition 2016 (CVPR2016)  [Top-tier Computer Vision Conference]  [pdf] [project page(github & result)]

2015

Patch-based Fire Detection with Online Outlier Learning


Jongwon Choi and Jin Young Choi,IEEE International Conferenece on Advanced Video and Signal based Surveillance, 2015 (AVSS2015)[pdf]

Robust Pan-Tilt-Zoom Tracking via Optimization Combining Motion Features and Appearance Correlations


ByeongJu Lee, Kimin Yun, Jongwon Choi, Jin Young Choi,IEEE International Conferenece on Advanced Video and Signal based Surveillance, 2015 (AVSS2015) [oral][pdf]

User Interactive Segmentation with Partially Growing Random Forest


Jongwon Choi, Jin Young Choi,IEEE International Conference on Image Processing, 2015 (ICIP2015) [oral][pdf] [dataset]

Gradient Preserving RGB-to-Gray Conversion using Random Forest


ByeongJu Lee, Jongwon Choi, Kimin Yun, Jin Young ChoiIEEE International Conference on Image Processing, 2015 (ICIP2015)[pdf]

Example-based Denoising for Detail Texture


Jongwon Choi, Jin Young ChoiInternational Symposium on Advanced Intelligent Systems, 2015 (ISIS2015)[pdf] [poster]

Scene-invariant Crowd Density Estimation with Aggregated Features


Jiyeoup Jeong, Jongwon Choi, Jin Young ChoiInternational Symposium on Advanced Intelligent Systems, 2015 (ISIS2015)[pdf]

2014

Balanced Optical Flow Refinement by Bidirectional Constraint


Jongwon Choi, Hyeongwoo Kim, Tae-Hyun Oh, In So KweonIEEE International Conference on Image Processing, 2014 (ICIP2014)[pdf] [code]

Single-camera Based Vehicle Pose Estimation Using Multiple Features on the Road Surface


Jongwon Choi, Tae-Hyun Oh, In So KweonThe 8th International Workshop on Robust Computer Vision (IWRCV), 2014[pdf] [poster]

2013

Crosswalk and Traffic Light Detection via Integral Framework


Jongwon Choi, Byungtae Ahn, In So Kweon19th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV), 2013[pdf]

Implementation of Driverless Car: Efficient Sensor Network for High Speed Robot (Best poster award)


Seunghak Shin, Inwook Shim, Byungtae Ahn, Tae-Hyun Oh, Jongwon Choi, In So KweonThe 7th International Workshop on Robust Computational Vision (IWRCV), 2013 [pdf]

2012

A Superpixel MRF Approach Using High-order Likelihood for Moving Object Detection


Jihong Min, Hyeongwoo Kim, Jongwon Choi, In So Kweon21st International Conference on Pattern Recognition (ICPR), 2012[pdf]

International Journal

2024

Geographical discrimination of Asian red pepper powders using 1H-NMR spectroscopy and deep learning-based convolution neural networks


Byung Hoon Yun, Hyo-Yeon Yu, Hyeongmin Kim, Sangki Myoung, Neulhwi Yeo, Jongwon Choi, Hyang Sook Chun, Hyeonjin Kim, Sangdoo AhnFood Chemistry, 2024.05 (Accepted)[pdf]

2023

Observations on K-image Expansion of Image-Mixing Augmentation


Joonhyun Jeong*, Sungmin Cha*, Jongwon Choi, Sangdoo Yun, Taesup Moon, Youngjoon Yoo (*Equally contributed)IEEE Access, 2023.01[pdf]

2022

Active Instance Selection for Few-shot Classification 


Junsup Shin, Youngwook Kang, Seungjin Jung, Jongwon ChoiIEEE Access, 2022.12[pdf]

Optimization-Based Method Removing Highlights with Flash/No-Flash Image 


Jongwon Choi, Sangdoo Yun, Jin Young ChoiOptics Express, 2022.05[pdf] [Project page]

Congestion-aware Bayesian Loss for Crowd Counting 


Jiyeoup Joeng, Jongwon Choi, Dae Ung Jo, Jin Young ChoiIEEE Access, 2022.01[pdf]

Visual content analysis of visitors’ engagement with an instagrammable exhibition


Bo-A. Rhee, Federico Pianzola, Jongwon Choi, Wooseok Hyung, and Jinsoo HwangMuseum Management and Curatorship (A&HCI), 2022[pdf]

2021

Rollback Ensemble with Multiple Local Minima in Fine-tuning Deep Learning Networks 


Youngmin Ro, Jongwon Choi, Byeongho Heo, and Jin Young ChoiIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021[pdf]

Motion-aware Ensemble of Three-mode Trackers for Unmanned Aerial Vehicles


Kyuewang Lee, Hyung Jin Chang, Jongwon Choi, Byeongho Heo, Aleˇs Leonardis, Jin Young ChoiMachine Vision and Applications (MVA), 2021[pdf]

2018

Action-Driven Visual Object Tracking with Deep Reinforcement Learning


Sangdoo Yun, Jongwon Choi, Youngjoon Yoo, Kimin Yun, and Jin Young ChoiIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018[pdf]

2014

An Autonomous Driving System for Unknown Environments using a Unified Map


Inwook Shim, Jongwon Choi, Seunghak Shin, Tae-Hyun Oh, Unghui Lee, Byungtae Ahn, Dong-Geol Choi, David Hyunchul Shim, In So KweonIEEE Transactions on Intelligent Transportation Systems (T-ITS), 2014[pdf]