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databricks-industry-solutions

databricks-industry-solutions/pixels

该仓库是Databricks的医疗影像处理解决方案,专注于大规模处理DICOM医疗影像、文档和压缩文件。核心功能包括:DICOM元数据提取与SQL分析、集成OHIF安全查看器进行影像查看与标注、支持MONAI模型自动分割和交互式模型训练,并利用Databricks模型服务进行实时GPU加速分割。

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databricks-industry-solutions/pixels

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依赖

NumPy Pandas Pillow PyYAML Pydantic azure-storage-blob boto3 cucim-cu12 databricks-pixels databricks-sdk databricks-sql-connector dicognito dicomweb-client einops expiring_dict expiringdict ff3 fire girder-client google-cloud-storage highdicom httpx huggingface_hub hypercorn itk matplotlib ml-collections mlflow monai nibabel numba numpymaxflow passlib psutil psycopg psycopg2-binary pyarrow pydantic-settings pydicom pylibjpeg pylibjpeg-openjpeg pynetdicom pynrrd pyspark python-dotenv python-magic python-multipart pytorch-ignite requests-toolbelt s3fs schedule scikit-image scipy shapely simpleitk simplejson tensorboard tensorboardX timeloop timm torch tqdm typing_extensions uvicorn watchdog zstd

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https://github.com/databricks-industry-solutions/pixels/blob/main/images/ohif_save_meas.png?raw=true
https://github.com/databricks-industry-solutions/pixels/blob/main/images/ohif_save_result.png?raw=true
https://github.com/databricks-industry-solutions/pixels/blob/main/images/sqlWarehouseID.png?raw=true
https://github.com/databricks-industry-solutions/pixels/blob/main/images/monailabel_btn.png?raw=true
https://github.com/databricks-industry-solutions/pixels/blob/main/images/monailabel_autosegm.png?raw=true

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