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Case Studies

Creating Advanced Ontologies for Memorial Sloan Kettering Cancer Center

3 mins
|
December 16, 2022
Problem

Problem

Memorial Sloan Kettering Cancer Center faced challenges in detecting and classifying vena cava filters due to the complexity of label protocols (ontologies), rendering existing and open-source tools unusable. These protocols required a tailored approach for accurate annotation and classification.

Key Result

Key Result

With Encord's flexibility, Memorial Sloan Kettering Cancer Center successfully configured over 1000 custom protocol settings in a streamlined process. The total setup time for the project was reduced to just 10 minutes, ensuring rapid deployment and implementation. The platform's auditability feature ensured the accuracy and traceability of annotations, providing confidence in the project's outcomes.

Memorial Sloan Kettering Cancer Center adopted Encord to build custom label protocols for pulmonary thrombosis projects.

Problem

Detecting and classifying vena cava filters in complex label protocols (ontologies) rendered existing & open-source tools unusable.

Solution

Deployed Encord's label protocol studio to build custom protocols, DICOM annotation tool, worklists & automation modules to increase efficiency.

Results

Project was made feasible by the flexibility offered by Encord's ontology study.

  • 1000+ protocol configurations
  • 10 minutes total setup time
  • 100% auditable

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Frequently asked questions
  • Yes. In addition to being able to train models & run inference using our platform, you can either import model predictions via our APIs & Python SDK, integrate your model in the Encord annotation interface if it is deployed via API, or upload your own model weights.

  • At Encord, we take our security commitments very seriously. When working with us and using our services, you can ensure your and your customer's data is safe and secure. You always own labels, data & models, and Encord never shares any of your data with any third party. Encord is hosted securely on the Google Cloud Platform (GCP). Encord native integrations with private cloud buckets, ensuring that data never has to leave your own storage facility.

    Any data passing through the Encord platform is encrypted both in-transit using TLS and at rest.

    Encord is HIPAA&GDPR compliant, and maintains SOC2 Type II certification. Learn more about data security at Encord here.

  • Yes. If you believe you’ve discovered a bug in Encord’s security, please get in touch at security@encord.com. Our security team promptly investigates all reported issues. Learn more about data security at Encord here.

  • Yes - we offer managed on-demand premium labeling-as-a-service designed to meet your specific business objectives and offer our expert support to help you meet your goals. Our active learning platform and suite of tools are designed to automate the annotation process and maximise the ROI of each human input. The purpose of our software is to help you label less data.

  • The best way to spend less on labeling is using purpose-built annotation software, automation features, and active learning techniques. Encord's platform provides several automation techniques, including model-assisted labeling & auto-segmentation. High-complexity use cases have seen 60-80% reduction in labeling costs.

  • Encord offers three different support plans: standard, premium, and enterprise support. Note that custom service agreements and uptime SLAs require an enterprise support plan. Learn more about our support plans here.

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