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AIDC NY: Applications of Intel AI by QuEST Global - 09.19.2019

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AIDC NY: Applications of Intel AI by QuEST Global - 09.19.2019

  1. 1. Applications of Intel AI QuEST Global- Intel AI Builders SI Partner Create the Frontier Leading Global Product Engineering and Lifecycle Services Company Rubayat Mahmud Director of Sales and Biz Dev Quest Global Services Rubayat.Mahmud@Quest-Global.com 480-334-7438
  2. 2. © 2019 QuEST. All Rights Reserved. Confidential CompanyOverview:QuestGlobalInc. 65+ Locations 14 Countries 12,000+ Employees Who We Are 1997 Founded HealthcareHi-Tech Transportation Aero Engines Aero/Defense Oil & Gas Power Engineering-focused solutions provider to Fortune-500 Technology companies. We deliver next-gen technologies like AI/DL, IOT, AR/VR to accelerate digital transformation for the world’s leading organizations. 12,000+ Professionals 45% 55% •Embedded & Software Product Engineering •Enterprise Solutions •Technology Solutions: AI/DL, AR/VR, Big Data Analytics, IoT, Security Engineering (Mechanical Engineering, Design Engineering, Process and Manufacturing etc.)
  3. 3. © 2019 QuEST. All Rights Reserved. Confidential QuEST-IntelAISolutions QuEST Intel AI Lab Retail, Banking, Hospitality & Education Industrial & Manufacturing Healthcare & Medical Imaging Automotive & Transportation Develop & Scale IA based AI solutions globally. https://builders.intel.com/ai/membership/quest System Integration (SI) Partner Connectivity Data Ingestion Applications People & ProcessThings Data AnalysisGlobal Infra Onboarding Agent Azure IoT Edge Agent Deep Learning based inference engine for detection & classification Configuration Agent Connectivity Agent DVR NVR Event hub HDStorm Cold/Hot Storage SQL DB Stream jobs IoT Hub Existing Camera Infra Edge Compute hardware for video/image processing (IA based edge devices) Azure Cloud Backend Application layer suitable for end user use-case • Ease of parking spot finding • Security & surveillance • Retail visual analytics (heat map) • Asset sizing & recognition Azure Face API & similar 3rd Party Services DVR/NVR Integration Agent OpenVINO QuEST AI Solutions in AI Builder Solution Catalogue (OpenVINO/AI) QuEST ThirdEye - Vision Analytics Platform QuEST Lung Nodule Detection (Early detection of Lung Cancer) Intel AI Builders Solution Catalogue: Intel AI Builders Solution Catalogue: https://builders.intel.com/ai/solutionscatalog/quest -thirdeye-vision-analytics-platform-554 https://builders.intel.com/ai/solutionscatalog/ lung-nodule-detection-in-ct-scans-549
  4. 4. © 2019 QuEST. All Rights Reserved. Confidential 4 Healthcare & Medical Imaging Solutions
  5. 5. © 2019 QuEST. All Rights Reserved. Confidential 5 QuEST Healthcare Solution: Early Detection of Lung Cancer • Early stage lung cancer patients have a 60-80% Survival rate. • CT scans should have high sensitivity and low number of false-positive findings (FPs) per scan. • Computer Aided Detection (CAD) systems can detect tumors and diagnose diseases from CT, MRI, X-ray and ultrasound images. • AI techniques such as object detection and segmentation help radiologists make diagnosis faster and more accurately • QuEST’s Lung Nodule detection solution is a CAD solution that uses DL to detect lung nodules in low dose CT scans. • This solution plays an important role in reducing the reading time in a cost effective way.
  6. 6. © 2019 QuEST. All Rights Reserved. Confidential 6 MedicalImageAnalysis NoduleNet – Lung Nodule Detection from CT images using Deep Learning on Intel Architecture CT images of Lung 3D View showing cancer in lung Axial Images Benefits of CAD system: • Assistance to Radiologist • Efficient and Productive Workflow • Accumulated Learning • Improved Accuracy and Sensitivity Patient undergoes CT scan Manual Detection by Radiologist Computer Aided Detection (CAD) System Using Fully Convolutional Neural Networks Second Reader to the radiologist CT image showing detected nodule
  7. 7. © 2019 QuEST. All Rights Reserved. Confidential 7 MedicalImageAnalysis NoduleNet – Lung Nodule Detection from CT images using Deep Learning on Intel Architecture
  8. 8. © 2019 QuEST. All Rights Reserved. Confidential 8 Results - OpenVINO toolkit resulted in significant improvement in inference performance - This positions the results for a strong TCO argument against GPU deployments especially in hospitals and healthcare institutes where Intel based devices are widespread. - Intel® architecture with OpenVINO toolkit offers an affordable solution when trying to balance accuracy and complexity of the model and real time performance. 11 0.3455 7.5 0.2304 0.3561 0.1 0 2 4 6 8 10 12 BVLC Caffe on Core i5 OpenVINO on Core i5 BVLC Caffe on Core i7 OpenVINO on Core i7 OpenVINO on IRIS Graphics Xeon Platinum 8153 Inference Performance (in seconds. Lesser the better) 30X Improvement with OpenVINO 30X
  9. 9. © 2019 QuEST. All Rights Reserved. Confidential QuEST Vision Analytics Framework
  10. 10. © 2019 QuEST. All Rights Reserved. Confidential QuESTVisionAnalyticsFramework Connectivity Data Ingestion Applications People & ProcessThings Data AnalysisGlobal Infra Onboarding Agent Deep Learning based inference engine for detection & classification Configuration Agent Connectivity Agent DVR NVR Existing Camera Infra IA Edge Compute hardware for video/image processing and algo development Application layer suitable for end user use-case • Defect detection • Security & surveillance • Heat map analytics • Predictive analytics DVR/NVR Integration Agent OpenVINO Toolkit Intel Technology Component Training Backend Server, Cloud & Hybrid Intel Technology Component IA Backend Server, FPGA, Accelerator Cloud Infrastructure Inferencing Showcasing vision application in Financial, Banking and Retail vertical. Intel HW Core i5/Core i7 Xeon (Skylake) Intel SW Intel Distribution of OpenVINO DVR/NVR Aggregator Edge Compute On-Prem/Cloud Backend Presentation/App Layer { “cameraId”: 1, “zoneId”:32, “personDetected”:1, “bbox”: {57, 89, 250,310} } Automotive Hi-Tech Medical Devices Industrial Oil & Gas Power Rail
  11. 11. © 2019 QuEST. All Rights Reserved. Confidential 11 EnhancingCustomerSatisfactionUsingVisionAnalytics Client’s Vision – A Leading Retail Bank Some of the problems they wanted to rectify were: • Reduce customer queue wait time at bank counters and ATMs • Identification of daily genuine ATM customers in an area • Recognize high-value customer (HVC) in the premises • Detect customers who might have had a bad experience in the bank • Ensuring high-value customers receive promotions/offers in the banking space • Leverage Advanced Vision Analytics, for finding the right customers, serving them better and gaining higher market standard, thereby improving the overall turnover Vision
  12. 12. © 2019 QuEST. All Rights Reserved. Confidential RetailandBankingSectorApplication Recognize High Value Customers when they walk-in Predict customer service queue wait time Recognize High Value Customers at the front of the teller line Detect customers who may be having a bad experience in bank/retail space Targeted customer promotions/offers in banks or retail space Enable HVC frictionless ATM experience Bank / Retail Reception Area Bank ATM / Kiosk Premises • Person Detection • Face Recognition • Person Re-ID • People Count • Emotion Detection • Age & Gender Recognition
  13. 13. © 2019 QuEST. All Rights Reserved. Confidential • Intel Technology Impact and value Proposition: Results-IntelTechnologyValuePropositionforAIandOpenVINO • Intel technology with OpenVINO gives the advantage of utilizing the existing CPU infrastructure to its fullest potential for creating accelerated AI inferencing applications. • We are able to achieve this without compromising speed or quality. • Customers are really interested in such solutions on edge devices.
  14. 14. © 2019 QuEST. All Rights Reserved. Confidential SummaryofAI/DLprojectsacrossdifferentdomains Autonomous Parking For a leading utility company, determine security concerns from any triggered alarm from remote power stations. (Vision based validation between human vs, animals) Traffic Sign Detection Optical Flow Behavioural Cloning Lane Detection Vehicle Tracking Sensor Fusion Object tracking HD Mapping Traffic Queue Size Estimation DL based defect detection for a consumer good company that leverage vision analytics to detect packaging defect . Anomaly Detection in Cables For a leading global CPG/Manufacturing company, we are initiating a project for detect the defects in blade teeth from their magnified images. Predictive Maintenance Anomaly detection of O&G pumps Quality classification for Production Line Problem Lung Nodule Detection from CT images Image upscaling using CNN Diabetic Retinopathy detection Anomaly in ECG Data EEG Classification Face Detection & Recognition Footfall Counting Facial Emotion Recognition Retail heat map analysis In-store vision analytics Skin detection Text Extraction & Recognition Image Super Resolution Text to Image Synthesis Signature Fraud Detection Arabic Text Recognition Automotive Industrial Medical Retail & Banking Others
  15. 15. © 2019 QuEST. All Rights Reserved. Confidential QuEST’sAI/DLofferingsforIntelandIntelpartners Strong Team of Data Scientist and AI/DL/ML Experts Proven Skillsets In DL Networks, Back Propagation, Training & Inference Rich Experience In Multiple Computing Frameworks Experience in Training And Inference of DL on Intel Hardware And OpenVINO Capability to build end-to-end pipeline for deep learning integration Data engineering capability enabling deep learning integration with enterprise backend Two-Pronged Strategy 1) Consulting: Need & Data analysis, Recommendation, Roadmap 2) Implementation + Deployment + Operation: Infrastructure setup, Network selection, Training of network, Deployment & Support End to End Expertise QuEST brings end-to-end expertise in DL; right from the first-stage of Research to the last stage of Commercialization of a solution Customizable Solutions & Flexible Engagements 1) Building turnkey solutions (end-to-end) 2) Collaborating with customer’s internal team to build joint solutions
  16. 16. © 2019 QuEST. All Rights Reserved. Confidential Dr. Rubayat Mahmud Director of Sales and Business Development Rubayat.Mahmud@QuEST-Global.com 480-334-7438 Contact
  17. 17. Thank You! Strategy | Consulting | Engineering | Digital | Technology | Operations Inspired By Purposeful Passion

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