Selected work

Projects.

Research programs, experimental pipelines, and the tools around them.

Research programs

Jan. 2023 - Jul. 2023 · Chungnam National University Hospital

Deep Learning Research for X-ray Diagnosis of Neonatal Respiratory Distress Syndrome (RDS)

  • Segmented X-ray images to isolate lung regions.
  • Improved diagnostic performance through classification network training.
  • Used Grad-CAM for analysis.

Jan. 2024 - Dec. 2024 · Capstone Design

Research on SAR Image Analysis and Semantic Segmentation

  • Explored SAR image preprocessing techniques.
  • Investigated despeckling and scaling methods for SAR data.
  • Devised generative models and data augmentation for training data acquisition.
  • Improved SAR segmentation performance through knowledge distillation.

Jan. 2025 - Oct. 2025 · Collaborative Research with DataMaker

Open-Vocabulary Zero-Shot Detection for Military Objects

  • Conducted collaborative research on open-vocabulary zero-shot detection for military objects.
  • Studied recognition and detection strategies for unseen military targets.
  • Built and analyzed experimental pipelines for robust zero-shot understanding.
  • Investigated vision-language approaches for military AI applications.

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