Một Phần Mềm Gán Nhãn Dữ Liệu Y Tế Mới được Mở Cho Cộng đồng

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Một phần mềm gán nhãn dữ liệu y tế mới được mở cho cộng đồng

Một trong những thách thức lớn nhất hiện nay trong việc phát triển các công cụ chẩn đoán và phát hiện bệnh từ hình ảnh y khoa là việc thiếu các công cụ gán nhãn mở, hiệu quả với khả năng quản lý và gán nhãn các bộ dữ liệu quy mô lớn. Trước thực tế này, nhóm phần mềm của Phòng Xử lý ảnh y tế - Viện Nghiên cứu Dữ liệu lớn Vingroup quyết định mở toàn bộ mã nguồn của phần mềm VinDr Lab -- một công cụ gán nhãn hình ảnh DICOM do chúng tôi phát triển và hoàn thiện. VinDr Lab tích hợp nhiều tính năng gán nhãn DICOM, cho phép nhiều users làm việc đồng thời và từ xa. VinDr Lab cũng chính là phần mềm gán nhãn được sử dụng để xây dựng bộ dữ liệu cho cuộc thi VinBigData Chest X-ray Abnormalities Detection. Như vậy, tiếp sau việc mở bộ dữ liệu y tế quy mô lớn VinDr-CXR, đây là đóng góp tiếp theo của VinBigdata trong việc chia sẻ dữ liệu và công cụ phát triển AI. Qua đây, chúng tôi khuyến khích cộng đồng tăng cường việc chia sẻ dữ liệu để thúc đẩy nghiên cứu và phát triển AI tại Việt Nam.

Mã nguồn của VinDr Lab được mở tại đây.

[A new tool for labeling medical imaging data is opened for community]

Lack of efficient labeling frameworks to manage and annotate large-scale medical datasets poses a major obstacle in the development of new Machine Learning-based CADe/CADx systems. In an effort to provide a labeling tool for the community, Department of Medical Imaging, VinBigdata has decided to make the source code of our DICOM annotation tool, namely VinDr Lab. It is a web-based tool that allows multiple annotators to work at the same time and remotely. This is the software that we've used to build the dataset for our Kaggle competition VinBigData Chest X-ray Abnormalities Detection. Following the releasing of the large-scale dataset VinDr-CXR, this is our next contribution in data sharing as well as tools for AI development. We encourage the community to promote the data sharing and tools to drive AI research and development in Vietnam.

The tool is publicly available here.

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The link attached from the English "The tool is publicly available here." is wrong.

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Từ khóa » Gán Nhãn Hình ảnh