👋 I'm doeon, a Master's student in the Graduate school of AI at Soongsil University, where I'm advised by Prof. Sungshin Kim in the SmartAILab and Prof. Seongheum Kim in the VIP Lab. My research interest is vision transformer for EMF Prediction📡 and tiny object detection🔍. I have recently become interested in multimodal deep learning for EMF Prediction.

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• SW-Centered University Joint AI Competition - Chairman’s Award (link)
  • Issued by: Ministry of Science and ICT, 11.2023
  • Developed an AI model for building area segmentation in satellite images
• SW/DT SeSAC Competition - excellence award
  • Issued by: Soongsil Univ, 10. 2022
  • Developed a rule-based model for recommending music based on image sentiment analysis

• 이종 특징 맵을 이용한 교차 어텐션 기반 소형 객체 검출 기법, 한국지능시스템학회(KIIS) 추계학술대회, 2024
  Small Object Detection Method Based on Cross Attention of Heterogeneous Feature Maps, Korean Institute of Intelligent Systems(KIIS) Fall Conference, 2024)

• 📂ShowMyWorld in Korean (02.2025-04.2025)
  

  • Scene Text-to-Scene Text Translation (English/Korean Signboard Image Translation)
  • Responsible for translation accuracy and contextual meaning preservation using translation models

• 📂EMF(Electromagnetic Field) Prediction (05.2024-07.2025)
  

  • Vision Transformer-Based EMF Prediction in 5G Networks
  • Applied transformer models (ViT, SegFormer, Swinformer, HRFormer, Mask2Former)

• 📂Watchlist filtering (05.2024-02.2025)
  

  • Developed a BERT-based model to measure name similarity for watchlisted individuals
  • Utilized Semantic Textual Similarity(STS) BERT with Cosine Similarity

• 🧩SW DONGHANG Hackathon University Mentor (23.11.2024-24.11.2024)
  

  • Hosted by Korea Foundation for the Advancement of Science and Creativity(KOSAC)
  • Mentored students in a hackathon project as an AI major, providing guidance on AI projects.

• 🧩SKT FLY AI Challenger 4기 (12.2023-02.2024)
  

  • Hosted by SK telecom
  • Developed an AI-based artwork description application for museums utilizing ChatGPT and generative AI.

   AI-900 (Microsoft Azure AI Fundamentals)