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Postdoctoral Researcher, Video Team
Johnson & JohnsonPostdoctoral Researcher joining the Video Understanding team at Johnson & Johnson. Developing AI/ML methods for medical video analysis and collaborating across disciplines.
Tech Stack
Tools & technologiesPython
About the role
Key responsibilities & impact- Design, implement, and evaluate state-of-the-art AI/ML methods for video-level understanding across diverse medical modalities.
- Collaborate closely with clinicians, engineers, and data scientists to translate advanced algorithms into robust, interpretable AI tools.
- Conceive, develop, and implement ideas with key internal clinical personnel to understand needs for AI tools.
- Lead the research and development of uncertainty quantification methods for model predictions.
- Develop advanced multi-modal models for video analysis, integrating data from multiple sources.
- Participate in cross-functional team meetings and drive discussions to compile briefing reports.
Requirements
What you’ll need- A Ph.D. degree in a quantitative discipline (e.g., Physics, mathematics, computer science, electrical engineering, or similar).
- Demonstrated experience driving research in and applying Computer Vision techniques (e.g., Transformers, CNNs, RNNs, GANs).
- Proven expertise in uncertainty model and measures development, including techniques for uncertainty quantification in deep learning.
- Demonstrated experience on state-of-the-art techniques for video understanding (e.g., foundational models, transformers).
- Proficiency with one or more programming language such as Python or C++.
- Extensive experience with traditional Computer Vision applications, such as OpenCV, object detection, edge detection, image segmentation.
- Experience with machine learning algorithms, including random forest, SVM, boosting, neural networks, etc.
- Strong publication record and ability to effectively communicate technical work to a wide audience.
Benefits
Comp & perks- Inclusive work environment
- Opportunities for career growth and development
- Collaboration with global teams
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills & Tools
AI/ML MethodsVideo Understanding TechniquesUncertainty QuantificationTransformersCNNsRNNsGANsOpenCVImage SegmentationMachine Learning Algorithms
Soft Skills
Effective CommunicationCollaboration