Mar. 2019 - Feb. 2021 : M.S. in Artificial Intelligence, SKKU

• • Thesis: Learning Extra Representation by Knowledge Distillation and Adversarial Training without Extra Training Data

  • GPA: 4.38 / 4.5

Mar. 2015 - Feb. 2018 :  B.S. in Mass Communication and Journalism, SKKU

• • GPA:  3.48 / 4.5

• Junhyung Kang*, Hyeonseong Jeon*, Youngoh Bang, Simon S. Woo "Sarod: Efficient End-To-End Object Detection On SAR Images With Reinforcement Learning." 2021 IEEE International Conference on Image Processing (ICIP). 2021. (*equal contribution) [paper]

• Hyeonseong Jeon, Siho Han, Sangwon Lee, and Simon S. Woo. "Compensating for the Lack of Extra Training Data by Learning Extra Representation." 15th
  Asian Conference on Computer Vision (ACCV). 2020.  [paper] [code] [video]

• Hyeonseong Jeon, Youngoh Bang, Junyaup Kim, and Simon S. Woo. "T-GD: Transferable GAN-generated Images Detection Framework." Thirty-seventh International Conference on Machine Learning  (ICML). 2020.  [paper] [code] [video]

• Hyeonseong Jeon, Youngoh Bang,  and Simon S. Woo. "FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network." 35th International Conference on ICT Systems Security and Privacy Protection (IFIP-SEC). 2020. [paper] [code]

• Hyeonseong Jeon, Youngoh Bang, and Simon S. Woo. "FakeTalkerDetect: Effective and Practical Realistic Neural Talking Head Detection with a Highly Unbalanced Dataset." Proceedings of the IEEE International Conference on Computer Vision Workshops (ICCVW). 2019. [paper] [code] [poster]

• LG Energy Solution (Mar.2023 - Present)

AI Research Engineer (Scientist) on Computer Vision

• • • Nov.2021 – present

Anomaly Detection of Battery formation process for Smart factory (ESGM & ESWA)

• AIRS Company, Hyundai Motor Company (Dec.2020 - Mar.2023)

AI Research Engineer (Scientist) on Computer Vision

• • • Nov.2021 – Mar.2023

Hyper-scale vision-AI with self-supervised learning and text-image multimodal learning on NVIDIA Super pods.

AutoML about serving hyper-scale vision models. (research & service products)

• • • May.2021 –Mar.2023

Vehicle vision inspection with deep anomaly detection algorithms. (In Operation in Hyundai Motor Ulsan factory 5)

• • • Mar.2021 –Mar.2023

Wheel design generator with image-to-image translation (In Operation)

Car design generation with StyleGANs and text-to-image translation Dall-e for car design. (PoC).

• • • Jan.2021 – Mar.2023

AI platform team helper - building team docker image, data collection and maintenance, easy-to-use vision-AI development environment, and maintenance with GPU. (MLOps)

• • • Jan.2021 – Feb.2022

Driver status monitoring with a deep gaze estimation. (PoC)

• • • Jan.2021 – Mar.2021

Battery Management System analysis in BEV based on deep learning.

Mar.2023 -   :  Anomaly detection with AutoML

• Anomaly Detection using image retrieval with semi auto-labeling

Jan.2021 - Mar.2023   : Self-supervision and representation learning

• Image-Text multi-modal learning with hyper-scale AI

June.2020 - Jan.2021 : Satellite and Synthetic Aperture Radar (SAR) image processing based on deep learning  with DASH lab.

• Efficient Object Detection with Reinforcement Learning (Policy gradient) on SAR images

• Single shot Super Resolution on Satellite images 

• GitHub repository

Mar.2020 - Feb.2021 : AI Generated Deepfake Multimedia Detection Research funded by National Research Foundation of Korea (NRF).

• • • • • • • • •  Face & Human Body Pose Generative Adversarial Networks

                • GAN-generated images detection

                • Paper, GitHub repository

Jun. 2019 - Dec.2019 : Smartphone Continuous Touch-Dynamics Authentication based on deep learning with Samsung Research (SR).

• • • • • • • • • Sequential Sensor data processing

                • One-class classification

                • Auto Encoder & Siamese Networks

Apr. 2019 - Jun. 2019 : Augmented Reality with Object Detection via Intel Real-Sense in A.I. Robot Computing class.

• • • • • • • • • Single Shot Detection (SSD) & MobileNet

                • OpenCV & OpenGL

                • Windows Real-Sense API

                • GitHub repository

Feb. 2019 - Apr. 2019 : Real-time Object Door Detection in Hallway with CnR lab.

• • • • • • • • • tiny You Look Only Once (YOLO)

                • Robot Operating System (ROS)

                • Linux Ubuntu Real-Sense API

Sep. 2018 - Dec. 2018 : Searching for Optimal Geographical conditions of Government-established Pre-kinder in Seoul Bigdata campus Contest.

• • • • • • • • • Geographical Data

                • K-Nearest Neighbor (KNN) & K-means clustering

                • LSTM

                • GitHub repository

• Reviewer - WACV (2021, 2022, 2023)

Dec. 2018 : The grand prize of big data education course from the Korea Chamber of Commerce & Industry (KCCI).

Dec. 2018 : The Excellent Award from Seoul big data campus contest (Searching for optimal geographical conditions of government-established pre-kinder in Seoul).

Dec. 2014 : The Citizenship Award in Seoul public service worker from the mayor of Seoul.

Programming Language : Python (proficient), C++ (experienced)

Deep learning frameworks : Tensorflow, Keras, Pytorch

Machine learning frameworks : Scikit-learn