医学成像
通过结合使用 Deep Learning Toolbox™ 和 Medical Imaging Toolbox™,将深度学习应用于医学成像应用。
App
医学图像标注器 | Interactively explore, label, and publish animations of 2-D or 3-D medical image data (自 R2022b 起) |
函数
medicalSegmentAnythingModel | Pretrained Medical Segment Anything Model (MedSAM) for medical image segmentation (自 R2024b 起) |
extractEmbeddings | Extract image embeddings from Medical Segment Anything Model (MedSAM) encoder (自 R2024b 起) |
segmentObjectsFromEmbeddings | Segment objects in medical image using Medical Segment Anything Model (MedSAM) image embeddings (自 R2024b 起) |
cellpose | Configure Cellpose model for cell segmentation (自 R2023b 起) |
segmentCells2D | Segment 2-D image using Cellpose (自 R2023b 起) |
segmentCells3D | Segment 3-D image volume using Cellpose (自 R2023b 起) |
主题
- Get Started with Medical Image Labeler (Medical Imaging Toolbox)
Interactively explore, label, and publish animations of 2-D or 3-D medical image data.
- Get Started with MONAI Label in Medical Image Labeler (Medical Imaging Toolbox)
Apply AI models from the MONAI Label library for 3-D medical image segmentation.
- Get Started with Medical Segment Anything Model for Medical Image Segmentation (Medical Imaging Toolbox)
Perform interactive medical image segmentation using Medical Segment Anything Model (MedSAM) and deep learning. (自 R2024b 起)
- Getting Started with Cellpose (Medical Imaging Toolbox)
Segment cells from microscopy images using a pretrained Cellpose model, or train a custom model.
- Create Datastores for Medical Image Semantic Segmentation (Medical Imaging Toolbox)
Create datastores that contain images and pixel label data from a
groundTruthMedical
object for training semantic segmentation deep learning networks.- Convert Ultrasound Image Series into Training Data for 2-D Semantic Segmentation Network (Medical Imaging Toolbox)
- Create Training Data for 3-D Medical Image Semantic Segmentation (Medical Imaging Toolbox)
- Datastores for Deep Learning
Learn how to use datastores in deep learning applications.
- 深度学习层列表
探索 MATLAB® 中的所有深度学习层。