Machine Learning Internship - Foundation Models for Radiology
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基础模型在大规模数据上预训练，可以通过少量或没有标签来适应许多下游任务。在Raidium，我们为放射学、3D CT和MRI成像构建自己的基础模型。我们发布了Curia，这是一种针对CT和MRI的顶级视觉编码器，基于约15万份临床检查进行训练。然后我们构建了Jolia，这是一种针对3D CT的视觉-语言模型，从放射学报告中学习个体发现水平。……
职位描述 · 原文
Foundation models are pre-trained on large amounts of data and can be adapted to many downstream tasks with few or no labels. At Raidium, we build our own foundation models for radiology, for 3D CT and MRI imaging. We released Curia , a state-of-the-art vision encoder for CT and MRI, trained on about 150,000 clinical exams. We then built Jolia , a vision-language model for 3D CT that learns from radiology reports at the level of individual findings. Our next steps include localization, multi-vo…
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