M3D LaMed Llama 2 7B
M3D is a 3D medical image analysis technology based on multimodal large language models, including the M3D-Data dataset, M3D-LaMed model, and M3D-Bench evaluation benchmark.
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Release Time : 4/27/2024
Model Overview
M3D-LaMed is a versatile multimodal model equipped with the M3D-CLIP pre-trained visual encoder, supporting tasks such as image-text retrieval, report generation, visual question answering, localization, and segmentation.
Model Features
Multimodal 3D Medical Image Analysis
Supports processing 3D medical image data for multimodal medical image analysis.
Multifunctional Task Support
Capable of performing various tasks such as image-text retrieval, report generation, visual question answering, localization, and segmentation.
Large-scale Pre-training Data
Trained on the M3D-Data dataset, which includes 120,000 image-text pairs and 662,000 instruction-response pairs.
Model Capabilities
3D Medical Image Analysis
Medical Report Generation
Visual Question Answering
Organ Segmentation
Bounding Box Annotation
Image-Text Retrieval
Use Cases
Medical Imaging Diagnosis
Liver Region Segmentation
Identify and segment the liver region in 3D medical images.
Output segmentation mask.
Medical Report Generation
Automatically generate descriptive text of examination findings based on 3D medical images.
Generate natural language reports.
Medical Image Analysis
Organ Localization
Annotate the bounding box of a specific organ in the image.
Output bounding box coordinates.
Medical Image Question Answering
Answer professional questions about the content of 3D medical images.
Provide accurate medical explanations.
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