On going projects

          • Robust Perception in Adverse Weather

            - Recognize the type and severity of weather and detect objects robustly under inclement weather

      • Perception with Multispectral Camera

        - Detect objects that are hard to perceive and analyze surface materials

      • Regulations-based Autonomous Driving Simulation

        - Simulate on CARLA in compliance with ASAM international standards and domestic traffic laws

      • Addressing Uncertainty Challenges for Autonomous Driving

        - Quantify the uncertainty in the decision process and measure risk by reflecting the uncertainty

    On going project

    - 악천후/비정형 환경변화에서의 Seamless 자율주행을 위한 인지/판단 AI SW 핵심기술 개발(정보통신기획평가원)

    - 초고난도 자율주행모빌리티 인지예측센서 기술개발 (한국산업기술평가관리원)

    - 자율주행 관련 법규 및 규제 대응 시나리오 실효성 검증 기술 개발(정보통신기획평가원)

          • Quantum-Classical Hybrid Algorithms

            - Develop architectures and algorithms to mitigate the quantum error

      • Quantum Machine Learning

        - Develop quantum counterpart of machine learning algorithms and quantum embedding of classical data

      • Medical Applications of Quantum Computer

        - Apply quantum algorithms to the medical field to demonstrate quantum advantage

      • Quantum Computing for Computational Biolog

        - Develop quantum algorithms to solve computationally hard problems such as protein folding


    On going project

    양자 컴퓨팅 몬테 카를로 해석 기반의 방사선 치료 계획 고속화 및 환자 맞춤형 방사선 치료 임상 적용 연구 (한국연구재단)

          • Deep Reinforcement Learning Processor

            - Develop software for hardware accelerator with AI chip for reinforcement learning

      • Reinforcement Learning under Unpredictable Challenges

        - Enhance the resilience and reliability of reinforcement learning to adapt to unpredictable scenarios

      • Blockchain for Security and Decentralization

        - Strengthen the security of autonomous vehicle networks by utilizing blockchain technology

      • Metaverse and Cyber-Physical System for Real-World Simulation

        - Simulate the real-world using the metaverse and cyber-physical system

    On going project

    동적 환경변화에 적응가능한 강화학습기반의 인공지능프로세서 개발 (정보통신기획평가원)