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3D Segmentation for medical images (OsteoVision) = التقطيع ثلاثي الأبعاد للصور الطبية
With the increasing integration of AI across various sectors, artificial intelligence (AI) is already playing a significant role in the healthcare industry, and its use is expected to grow further. AI systems used in image processing and computer vision algorithms have shown a significant ability to perform many operations such as segmentation, classification, and detection. This project presents the application of computer vision algorithms in the field of medical imaging for diagnostic, therapeutic, and interventional purposes. This thesis explores the use of several computer vision algorithms to address different pathologies, specifically brain tumors (glioma) (see Appendix A) and knee osteoarthritis (OA), as well as tracking the progression of knee osteoarthritis using the Kellgren and Lawrence (KL) grading system, a common method for classifying the severity of OA into five grades. To achieve the desired impact, the project employs various techniques, including 3D segmentation for brain tumors, 2D segmentation for knee joints, and multinomial classification for determining the severity of knee OA injuries. The primary aims of the project are to enhance diagnostic accuracy, assist in creating treatment plans, provide an assistive tool for healthcare providers to make more informed decisions, leverage AI's capabilities to detect abnormalities that might escape the human eye, and streamline workflow. To facilitate these goals, the project incorporates a user-friendly UI, a website, and a Flutter-based mobile application, enabling healthcare providers to efficiently integrate these tools into their practice and improve patient care.
2021 International building code illustrated handbook ; 1st ed.
A full-color guide makes it easy to understand and apply complex IBC® provisions and achieve compliance. With an emphasis on structural and fire- and life-safety requirements, including building classification and means of egress regulations, this practical resource contains hundreds of user-friendly diagrams that clarify the application and intent of the IBC®.
101 Ways to Save Money on Your Tax - Legally! 2022-2023
Tax laws are constantly changing, but you don’t have to pore over piles of legislation to file your tax accurately and completely — that’s what Mr. Taxman is here for. Don’t let yourself become one of the people who overpay. Find out what you actually owe, and prepare for even better savings next year. This guide removes the stress and confusion from tax season and helps you file on time with no mistakes. Whether you're an individual, married couple,
10 Years Southeast European Cooperative Initiative : From Dayton to Brussels
The Southeast European Cooperative Initiative (SECI) was the first international instrument for "peace keeping and peace making". Conceived by the United States with full partnership and participation of the European Union, SECI was a response to the Dayton Agreement. SECI was convinced that sending troops and diplomats did not suffice. It called for a new strategy and approach that would promote economic and social development through regional cooperation. SECI understood that despite their differences, the countries of South East Europe shared many mutual concerns. For the international community, SECI was a prelude to a broader instrument - the Stability Pact for South Eastern Europe, launched in 1999. The approach was a success! This compendium of documents, agreements, analyses and essays gives a glimpse into decision-making processes and results achieved.
