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Federated benchmarking of medical artificial intelligence with MedPerf

Medical artificial intelligence (AI) has tremendous potential to advance healthcare by supporting and contributing to the evidence-based practice of medicine, personalizing patient treatment, reducing costs, and improving both healthcare provider and patient experience. Unlocking this potential requires systematic, quantitative evaluation of the performance of medical AI models on large-scale, heterogeneous data capturing diverse patient populations. Here, to meet this need, we introduce MedPerf, an open platform for benchmarking AI models in the medical domain. MedPerf focuses on enabling federated evaluation of AI models, by securely distributing them to different facilities, such as healthcare organizations. This process of bringing the model to the data empowers each facility to assess and verify the performance of AI models in an efficient and human-supervised process, while prioritizing privacy. We describe the current challenges healthcare and AI communities face, the need for a ....

United Kingdom , Flower Labs University Of Cambridge , Microsoft Research , Open Federated Learning , Federated Tumor Segmentation ,

Announcing MedPerf Open Benchmarking Platform for Medical AI

Announcing MedPerf Open Benchmarking Platform for Medical AI
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Renato Umeton , Micah Sheller , Alex Karargyris , Spyridon Bakas , University Of Pennsylvania Perelman School Medicine , Dana Farber Cancer Institute , Informatics Analytics Department , Mlcommons Medical Working Group , Medperf Orchestration Capabilities Streamline Research , Data Science Services , A Foundation To , University Of Pennsylvania , Intel Lab Research Scientist , Microsoft Azure Openai Services , Medical Artificial Intelligence , Federated Benchmarking , Nature Machine Intelligence , Medical Working Group , Across Diverse , Evaluation Enables Validation , Lab Research Scientist , Orchestration Capabilities Streamline Research , Assistant Professor , Perelman School , Federated Tumor Segmentation , Medical Working ,

Announcing MedPerf Open Benchmarking Platform for Medical AI

Announcing MedPerf Open Benchmarking Platform for Medical AI
tmcnet.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from tmcnet.com Daily Mail and Mail on Sunday newspapers.

Renato Umeton , Spyridon Bakas , Alex Karargyris , Micah Sheller , Dana Farber Cancer Institute , Microsoft Azure Openai Services , Informatics Analytics Department , University Of Pennsylvania Perelman School Medicine , A Foundation To , Data Science Services , University Of Pennsylvania , Intel Lab Research Scientist , Mlcommons Medical Working Group , Medperf Orchestration Capabilities Streamline Research , Medperf Open Benchmarking Platform , Artificial Intelligence , Federated Benchmarking , Medical Artificial Intelligence , Nature Machine Intelligence , Business Wire , Medical Working Group , Across Diverse , Evaluation Enables Validation , Lab Research Scientist , Orchestration Capabilities Streamline Research , Assistant Professor ,

MLCommons launches a new platform to benchmark AI medical models

With the pandemic acting as an accelerant, the healthcare industry is embracing AI enthusiastically. According to a 2020 survey by Optum, 80% of healthcare organizations have an AI strategy in place, while another 15% are planning to launch one. Google recently unveiled Med-PaLM 2, an AI model designed to answer medical questions and find insights in medical texts. ....

Renato Umeton , Duke University , Dana Farber Cancer Institute , Mlcommons Medical Working Group , Federated Tumor Segmentation , Medical Working Group , Yahoo Finance , Healthcare Organizations , Medical Models , Medical Data , Medical Model , Healthcare Industry , Medical Working Group ,

Intel and Penn Medicine Announce Results of Largest Medical Federated Learning Study

Privacy-preserving AI technique enables researchers to improve cancerous brain tumor detection by 33%. ....

Jason Martin , Spyridon Bakas , Rob Enderle , Jessel Renolayan , Nature Communications , Intel Corporation , Informatics Technology For Cancer Research , Health Insurance Portability , Perelman School Of Medicine , Enderle Group , Software Guard Extensions , University Of Pennsylvania Penn Medicine , Pathology Laboratory Medicine , Tech Times , Perelman School , Penn Medicine , Intel Expands Mobile Leadership , Brings Enthusiast Performance , Thin And Light Laptops , Accountability Act , Penn Medicine Intel , Federated Learning Architecture , Laboratory Medicine , Penn Medicine Intel Labs , Informatics Technology , Cancer Research ,