publications

2026

  1. SNN
    AI Security
    Timestep-Compressed Attack on Spiking Neural Networks through Timestep-Level Backpropagation
    Donghwa Kang, Doohyun Kim, Sang-Ki Ko, Jinkyu Lee, Hyeongboo Baek, and Brent ByungHoon Kang
    The 40th Annual AAAI Conference on Artificial Intelligence, 2026
  2. AI Security
    Zero2Text: Zero-Training Cross-Domain Inversion Attacks on Textual Embeddings
    Doohyun Kim*, Donghwa Kang*, Kyungjae Lee, Hyeongboo Baek, and Brent Byunghoon Kang
    arXiv preprint arXiv:2602.01757, 2026
    * co-first authors

2025

  1. Real Time
    CF-DETR: Coarse-to-Fine Transformer for Real-Time Object Detection
    Woojin Shin*, Donghwa Kang*, Byeongyun Park, Brent Byunghoon Kang, Jinkyu Lee, and Hyeongboo Baek
    In 2025 IEEE Real-Time Systems Symposium (RTSS), 2025
    * co-first authors
  2. AI Security
    BankTweak: Adversarial Attack Against Multi-Object Trackers by Manipulating Feature Banks
    Woojin Shin*, Donghwa Kang*, Daejin Choi, Brent Byunghoon Kang, Jinkyu Lee, and Hyeongboo Baek
    In Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-25, Aug 2025
    * co-first authors
  3. Real Time
    Real-time scheduling for multi-object tracking tasks in regions with different criticalities
    Donghwa Kang, Jinkyu Lee, and Hyeongboo Baek
    Journal of Systems Architecture, Aug 2025
  4. Real Time
    SNN
    Real Time Scheduling Framework for Multi Object Detection via Spiking Neural Networks
    Donghwa Kang, Woojin Shin, Cheol-Ho Hong, Minsuk Koo, Brent ByungHoon Kang, Jinkyu Lee, and Hyeongboo Baek
    arXiv preprint arXiv:2501.18412, Aug 2025
  5. SNN
    STAS: Spatio-Temporal Adaptive Computation Time for Spiking Transformers
    Donghwa Kang, Doohyun Kim, Sang-Ki Ko, Jinkyu Lee, Brent ByungHoon Kang, and Hyeongboo Baek
    arXiv preprint arXiv:2508.14138, Aug 2025
  6. Real Time
    Batch-MOT: Batch-Enabled Real-Time Scheduling for Multi-Object Tracking Tasks
    Woojin Shin, Donghwa Kang, and Hyeongboo Baek
    Proceedings of the 2025 KICS Winter Conference, Aug 2025

2024

  1. Real Time
    Batch-MOT: Batch-enabled real-time scheduling for multi-object tracking tasks
    Donghwa Kang, Seunghoon Lee, Cheol-Ho Hong, Jinkyu Lee, and Hyeongboo Baek
    ACM International Conference on Embedded Software, Aug 2024
  2. Real Time
    MOT-AS: Real-Time Scheduling Framework for Multi-Object Tracking Capturing Accuracy and Stability
    Donghwa Kang, Kilho Lee, Cheol-Ho Hong, Youngmoon Lee, Jinkyu Lee, and Hyeongboo Baek
    In Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, Aug 2024
  3. Prior-based enhanced asd-pocs for artifact suppression and structural preservation in sparse-view cbct
    DM Bappy, Donghwa Kang, Jinkyu Lee, and Hyeongboo Baek
    In Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing, Aug 2024
  4. Deep Prior Based Limited-Angle Tomography
    DM Bappy, Donghwa Kang, Jinkyu Lee, Youngmoon Lee, and Hyeongboo Baek
    In International Conference on Pattern Recognition, Aug 2024
  5. Advanced Endoscopy Imaging with Automatic Feedback
    DM Bappy, Donghwa Kang, Jinkyu Lee, Youngmoon Lee, Minsuk Koo, and Hyeongboo Baek
    In International Conference on Pattern Recognition, Aug 2024
  6. Specular Region Detection and Covariant Feature Extraction
    DM Bappy, Donghwa Kang, Jinkyu Lee, Youngmoon Lee, Minsuk Koo, and Hyeongboo Baek
    In International Conference on Pattern Recognition, Aug 2024
  7. SNN
    AT-SNN: Adaptive Tokens for Vision Transformer on Spiking Neural Network
    Donghwa Kang, Youngmoon Lee, Eun-Kyu Lee, Brent Kang, Jinkyu Lee, and Hyeongboo Baek
    arXiv preprint arXiv:2408.12293, Aug 2024

2022

  1. Real Time
    RT-MOT: Confidence-aware real-time scheduling framework for multi-object tracking tasks
    Donghwa Kang, Seunghoon Lee, Hoon Sung Chwa, Seung-Hwan Bae, Chang Mook Kang, Jinkyu Lee, and Hyeongboo Baek
    In 2022 IEEE Real-Time Systems Symposium (RTSS), Aug 2022
  2. Real Time
    Partitioned real-time scheduling for preventing information leakage
    Donghwa Kang, Inhwa Jung, Kilho Lee, and Hyeongboo Baek
    IEEE Access, Aug 2022
  3. A 2-Stage Model for Vehicle Class and Orientation Detection with Photo-Realistic Image Generation
    Youngmin Kim*, Donghwa Kang*, and Hyeongboo Baek
    In 2022 IEEE International Conference on Big Data (Big Data), Aug 2022
    * co-first authors
  4. Real Time
    Multi-object tracking trend in real-time embedded environment
    Donghwa Kang and Hyeongboo Baek
    Communications of KIISE, Aug 2022

2021

  1. Real Time
    Real-time multi-object tracking using mixture of SORT and DeepSORT
    Sujin Yang, Inhwa Jung, Donghwa Kang, and Hyeongboo Baek
    The Journal of Korean Institute of Information Technology, Aug 2021