Xanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
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Xanadu is a resilient and scalable distributed big data database focusing on effective data management in both cloud and enterprise environments, offering features like data de-duplication, high throughput, and real-time analytics. Additionally, it provides a content-based image retrieval (CBIR) system optimized for medical applications, enabling efficient diagnosis by comparing new images against extensive historical data. The system integrates with existing infrastructures and deep learning technologies to enhance medical diagnostics, particularly for conditions like diabetic retinopathy.
Xanadu Based Big Data CBIR System:Automated Diseases Classification & Diagnosis
- 1. ©2018 Xanadu Big Data, LLC All Rights Reserved www.xanadubigdata.com Xanadu Based Big Data CBIR System 1Q 2018 Alex G. Lee (alexglee@xanadubigdata.com)
- 2. ©2018 Xanadu Big Data, LLC All Rights Reserved Index for Part I: Xanadu Introduction -Xanadu Functionality -Xanadu Performance BMT -Xanadu based Big Data Archive -Xanadu Big Data Deep Learning Integration
- 3. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu provides Resilient, Durable, Scalable, Consistent Distributed Big Data Database. Xanadu enables competitive big data management in the Clouds or Enterprises Xanadu Functionality K AnyTypes&SizeofData NoSQL Database Data De-duplication Data Replication Massively Scalable Fault Tolerance Data Store NoSQL Database ACID Compliance High Throughput Low Latency Data Access
- 4. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu Performance BMT
- 5. ©2018 Xanadu Big Data, LLC All Rights Reserved Deduplication functionality reduces the actual storage footprint by recognizing duplicate data and maintaining only as many copies as it needs to assure its availability. Time stamping functionality provides inherent (built-in) backup of the database. ACID compliance guarantees reliable and consistent data update even in the face of the storage failure. Xanadu enables a high speed data querying archive system with massive scalability. Xanadu provides database for real time big data analytics. Xanadu provides intra/inter enterprise collaborative data sharing platform. Xanadu based Big Data Archive
- 6. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu provides a composable architecture that can be integrated with other big data systems: Xanadu can be integrated with Hadoop based Big Data Deep Leaning on Local Machines & AWS Clusters. Xanadu Big Data Deep Learning Integration + Total Integration Big Data Applications Big Data IT Infrastructure Xanadu Data Management Platform GPS / GLONASS WCDMA / LTE +
- 7. ©2018 Xanadu Big Data, LLC All Rights Reserved Index for Part II: Xanadu Based Medical CBIR System -Content Based Image Retrieval (CBIR) System -Xanadu based Medical CBIR System -Xanadu based Medical CBIR System Procedure -Automated Diabetic Retinopathy Classification -Xanadu based Medical CBIR System Demo for Diabetic Retinopathy Diagnosis
- 8. ©2018 Xanadu Big Data, LLC All Rights Reserved CBIR is a way of searching image database using visual features of an image as a search term to find images that share the similar visual features. Content Based Image Retrieval (CBIR) System source: http://www.sciencedirect.com/science/article/pii/S0925231217308445
- 9. ©2018 Xanadu Big Data, LLC All Rights Reserved For some diseases, assessment of historical records in the database is sufficient for quick and accurate diagnosis. By comparing a new medical images to similar images available in the database, it becomes easier for the doctors to diagnose a patient. As the number of records in the database increases, the database can become comprehensive and exhaustive resulting into an improvement in accuracy of a diagnosis based on the database. Xanadu based CBIR system provides a scalable and efficient architecture that enables archiving of such large number of records that allows quick retrieval of relevant records on demand at a low cost. Xanadu based Medical CBIR System
- 10. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu based Medical CBIR System Procedure
- 11. ©2018 Xanadu Big Data, LLC All Rights Reserved Google's Research In Artificial Intelligence Helps In Preventing Blindness Caused by Diabetes Google Brain has collaborated with doctors in India and US to help them diagnose DR. The team has collected over 128,000 images that were each evaluated by 3-7 ophthalmologists from a panel of 54 ophthalmologists. These images were fed to a deep learning algorithm for creating a model to detect Diabetic Retinopathy. The predictions from Google Brain’s neural network algorithm were so close that it is considered to be on par with the diagnosis of experienced ophthalmologists. Automated Diabetic Retinopathy Classification
- 12. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu based Medical CBIR System Demo for Diabetic Retinopathy Diagnosis
- 13. ©2018 Xanadu Big Data, LLC All Rights Reserved Thank you Xanadu Big Data, LLC