Perform a focused literature review of representative computer vision methods for segmentation, object detection and image classification applicable to medical datasets
Implement selected computer vision models on medical image and video datasets and conduct baseline experiments
Evaluate model performance using task-appropriate metrics (e.g. Dice/IoU, mAP, AUC)
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Participate in and manage the research project with Principal Investigator (PI), Co-PI and the research team members to ensure all project deliverables are met.
Conduct applied AI research in vision-language models, multimodal understanding and generation, and agentic AI.
Develop multimodal AI solutions for semantic understanding, reasoning applications.
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Perform a focused literature review of representative computer vision methods for segmentation, object detection and image classification applicable to medical datasets
Implement selected computer vision models on medical image and video datasets and conduct baseline experiments
Evaluate model performance using task-appropriate metrics (e.g. Dice/IoU, mAP, AUC)
...