| Period | Institution | Major | Degree | Remarks |
|---|---|---|---|---|
| 2022.06~ | Yonsei Univ. | Department of Industrial Engineering, Knowledge Fusion Artificial Intelligence Lab | Master's | Enrolled |
| 2021.12~ | Kookmin Univ. | Department of Computer Science, Artificial Intelligence Lab | Undergraduate Researcher | Completed |
| 2021.03~ | Kookmin Univ. | Data Science | Minor | Graduated |
| 2020.03~ | Kookmin Univ. | AI Bigdata & management | Major | Graduated |
| 2019.03~ | Kookmin Univ. | Forest & Bio technology | - | Major changed |
| Research Area |
|---|
| Computer Vision with Deep Learning |
| Anomaly Detection |
| Open-Set Recognition |
| Few-Shot Learning |
| Self-Supervised Learning |
| Year | Title | State | Author Role | link | Award |
|---|---|---|---|---|---|
| 2024 | AnoPLe | Under review | 1st author | link | 제20회 대한산업공학회 석사논문경진대회 우수상 |
| 2023 | UniFormaly | Under review | 3rd author | link | 제19회 대한산업공학회 석사논문경진대회 최우수상 |
| Year | Category | Host | Project | Result |
|---|---|---|---|---|
| 2023 | Image | CVPR | Workshop VPLOW Object Discovery challenge | 2nd place |
| 2023 | Sensor | LG Energy Solution | Self-Supervised Learning for sensor-based anomaly detection | |
| 2022 | Video | KMU | DREAM: Debiased Representation based Evidential Open Set Action Recognition with Multi-modality | link |
| 2022 | Image Generation | D&A | Personal Color Classification and Makeup Style Transfer | |
| 2022 | Recommendation System | KMU | ViT(Vision Transformer)-based Recommendation System utilizing Auxiliary Information | link |
| 2022 | Distributed Computing | KMU | Implementation of removing duplicate edges and loops from the hyperlink network graph dataset of Wikipedia using MapReduce | |
| 2022 | Multi-modal | AI Spark Challenge | Planning and Development of Counseling Support Service through Emotion Analysis | Advanced to the Final Round |
| 2021 | NLP | DACON | News Topic Classification AI Competition | top 4% |
| 2021 | Time Series | Big Contest | ECO Jeju Division, Predicting Food Waste Amount and Deriving Reduction Strategies | |
| 2021 | NLP | KMU | Analysis of Customer Reviews in Musinsa Shopping Mall | |
| 2021 | Spatial Data Analysis (QGIS) | KMU | If Seoul's Starbucks stores need to be reduced by 20% due to prolonged COVID-19, which areas and why? | |
| 2021 | Spatial Data Analysis (QGIS) | KMU | Mapping and Characteristic Analysis of Restaurants that Survived for 10 Years in the Sungshin Women's University Commercial Area | |
| 2021 | Speech | KMU | Prediction of Depression through Voice Emotion Analysis | |
| 2021 | Machine Learning | D&A | Prediction of Customer Gender based on Department Store | |
| 2020 | Machine Learning | KMU | Customized promotion planning based on gender and age group through analysis of L-point customer purchase data |