Research Associate LKCMedicine
1 week ago
Research Associate (LKCMedicine)
Research Associate (LKCMedicine)
Apply locations NTU Novena Campus, Singapore time type Full time posted on Posted 30+ Days Ago job requisition id R
LKCMedicine seeks a Research Associate (RA) to lead innovative research in medical image processing, 3D organ reconstruction, large-scale model applications, and AI integration with surgical robotics. The RA will design advanced algorithms and develop AI tools tailored for medical applications, bridging computational solutions with practical use. These tools will support clinicians and researchers, enhancing healthcare delivery. The RA will play a vital role in advancing LKCMedicine's mission of leveraging technology to improve patient outcomes and maintain the institution's leadership in medical innovations.
Key Responsibilities:
Design and implement AI algorithm models to analyze multimodal medical datasets (including MRI, CT, X-ray, OCT, and ultrasound images) for high-precision medical organ segmentation, 3D modeling research, and intelligent diagnosis.
Explore and develop the application of large-scale pre-trained models in medical scenarios, including but not limited to intelligent consultation systems based on large language models and disease management systems utilizing multi-modal large model technologies.
Develop, test, and optimize AI software systems for various medical tasks, ensuring their applicability and accuracy in real-world medical environments.
Utilize data storage technologies to manage multimodal medical data securely and efficiently, ensuring data privacy while providing high storage capacity to accelerate AI model training and inference.
Enhance the visualization capabilities of AI software system outputs using VR/AR equipment and 3D visualization technologies, aiding clinical observations and assisting interns in training and rapid learning.
Collaborate with the team to systematically complete research and development tasks, assisting in the development of AI-assisted robotic solutions for surgical procedures, including pre-operative planning and intra-operative guidance.
Ensure that all research activities adhere to ethical guidelines and patient data privacy regulations.
Stay updated on the latest advancements in medical imaging, image processing, robotics, and large language models, ensuring that the research remains at the forefront of the field.
Collaborate with external researchers and interdisciplinary teams (including medical professionals, AI experts, and research professors) to ensure the necessity, professionalism, rationality, and practicality of the research.
Attend conferences, workshops, and seminars to represent the research team, acquire new knowledge, and establish collaborations.
Write research proposals, grant applications, and contribute to the team's strategic research direction.
Mentor and train junior researchers, students, and interns, ensuring they possess the necessary skills and knowledge to contribute effectively to the research.
Key Competencies and Education Qualifications:
Master's or PhD degree in Computer Engineering, Computer Science, or a related field from a prestigious institution.
Extensive experience in deep learning, AI, computer vision, 3D reconstruction algorithms, and large-scale Pre-trained Models.
A solid research foundation and engineering experience in the AI medical field, proficient in programming languages and frameworks such as Python, C++, Pytorch, Tensorflow, Opencv, and COLMAP.
Experience in software system engineering, capable of designing a well-structured system architecture to support the implementation of AI medical software.
Proficiency in SQL, NoSQL, and other data storage technologies, able to apply them flexibly and effectively in the AI medical field, ensuring data storage performance and security.
Familiarity with annotation and labeling software, particularly LabelImg, and an understanding of the importance of high-quality data annotation in AI model training.
Experience analyzing and interpreting medical imaging datasets, particularly ophthalmic imaging data, with an understanding of the nuances and peculiarities of such datasets.
Familiarity with using VR/AR devices and medical visualization tools (such as Unity) for 3D software applications.
A deep understanding of ethical considerations, patient data privacy regulations, and other compliance-related aspects of medical research.
Ability to collaborate with interdisciplinary teams, including medical professionals, AI experts, and research professors.
Proactive and self-driven, capable of developing and managing multiple tasks and projects simultaneously.
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