Biennial screening can reduce breast cancer mortality rate by 30% 2. Treatment is most successful when breast cancer is at its early stage. We make VinDr-Mammo publicly available as a new imaging resource to promote advances in developing CADe/x tools for mammography interpretation.īreast cancer is among the most prevalent cancers and accounts for the largest portion of cancer deaths, with an estimated 2.2 million new cases in 2020 1. In addition, the dataset also provides the category, location, and BI-RADS assessment of non-benign findings. The purpose of this dataset is to assess Breast Imaging Reporting and Data System (BI-RADS) and breast density at the individual breast level. The dataset consists of 5,000 mammography exams, each of which has four standard views and is double read with disagreement (if any) being resolved by arbitration. With the aim to develop more robust and more interpretable support systems in breast imaging, we introduce VinDr-Mammo, a Vietnamese dataset of digital mammography with breast-level assessment and extensive lesion-level annotations, enhancing the diversity of the publicly available mammography data. A number of large-scale mammography datasets from different populations with various associated annotations and clinical data have been introduced to study the potential of learning-based methods in the field of breast radiology. Recent studies have shown that deep learning-based computer-assisted detection and diagnosis (CADe/x) tools have been developed to support physicians and improve the accuracy of interpreting mammography. ・Even if your computer's specs exceed the game's system requirements, the benchmark score may not be as good as expected.Mammography, or breast X-ray imaging, is the most widely used imaging modality to detect cancer and other breast diseases. ・ In some instances, Street Fighter V Benchmark may not work properly with your system's configuration or other installed software. ・Street Fighter V Benchmark does not guarantee your computer will be able to play Street Fighter V smoothly. ・To play the game, you must read and agree to the End User License Agreement displayed on the installation screen. ・Capcom accepts no responsibility for results produced by computers whose system specs differ from the ones listed above. NVIDIA, GeForce, and GeForce GTX are trademarks and/or registered trademarks of NVIDIA Corporation in the U.S. Intel and Intel Core are trademarks of Intel Corporation and its subsidiaries in the U.S. Microsoft, Windows and DirectX are trademarks of Microsoft Corporation in the U.S. ・Please make sure your OS, graphics card, and other hardware are up to date. ・Please note that for various reasons the game may not run properly even computers that meet the minimum or recommended requirements. They are subject to change during game development. ・System requirements are accurate as of February 2020. arcade sticks), such as Xbox 360 controller, Xbox One controller, Steam Controller, and the DUALSHOCK wireless controller. This game supports XInput- and DirectInput-compatible USB controllers (inc. NVIDIA® GeForce® GTX 960 AMD Radeon R7 370ĭirectSound compatible (DirectX® 9.0c or higher) NVIDIA® GeForce® GTX 480, GTX 570, GTX 670, or higher After the program has been run, if "PERFECT" appears on the results screen, Street Fighter V will run smoothly.
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