Geospatial Intelligence, Data Processing Platform​, ERP Solution, Computer Vision Solution, AgriX Solution, iCare Solution, Claim Management Solution, Innovation Solution, SERVICES, Artificial Intelligence SERVICES, Augmented & Virtual Reality services, Smart City services, Data Management & Insight services, Hyper Automation services, Product Development services, Application Support Management services,

Image Stitching for a United States-Based Company

Challenges A US company needed to stitch together microscopic images for deployment on an Android application.The images had uniform backgrounds and to some extent a uniform foreground too, requiring a robust algorithm to detect edges and stitch connections. Xpertnest’s Solutions Xpertnest developed an automated microscope that generated a grid of partially overlapping images.Created an algorithm that could match the features of neighbouring images whether rotated, scaled, or translated.Used the algorithm to stitch hundreds of overlapped image tiles to create a mosaic image Compute the translation of neighboring images Estimate image overlap and computer camera angle Replace computed translation with high uncertainty with estimated median value Optimize...

Geospatial Intelligence, Data Processing Platform​, ERP Solution, Computer Vision Solution, AgriX Solution, iCare Solution, Claim Management Solution, Innovation Solution, SERVICES, Artificial Intelligence SERVICES, Augmented & Virtual Reality services, Smart City services, Data Management & Insight services, Hyper Automation services, Product Development services, Application Support Management services,

Text Detection and Recognition from Advertisements

Challenges A company needed to detect and recognize characters and numbers in the text of advertisements.To save server space, extracted information needed to be uploaded as text instead of as images.Detecting characters and numbers in different fonts and on a non-uniform background is particularly difficult. Xpertnest’s Solutions Developed a segmentation algorithm to localize text.Trained a machine learning model to detect text from images.Built an Android application to access a video stream from a server or capture an image, apply text detection and recognition, and upload text data to the server. Image processing of live video Identifying text from live video Recognize characters and understand meaning Store...

Geospatial Intelligence, Data Processing Platform​, ERP Solution, Computer Vision Solution, AgriX Solution, iCare Solution, Claim Management Solution, Innovation Solution, SERVICES, Artificial Intelligence SERVICES, Augmented & Virtual Reality services, Smart City services, Data Management & Insight services, Hyper Automation services, Product Development services, Application Support Management services,

Real-Time, Multi-Object Detection for a Driverless Vehicle for a UScompany

Challenges A US-based company needed to identify in real time road hazards such as vehicles, pedestrians, strollers, traffic lights, and traffic signs.Identified objects needed to be fed to another system where a driverless vehicle could take action.To ensure accurate detection and classification, the system needed to be trained for multiple iterations and fine-tuned. Xpertnest’s Solutions Xpertnest trained deep learning models to detect and classify different objects.Used YOLO V2 architecture, Darknet19, and custom Network in Network (NiN) architecture for object detection and classification.Integrated a lane detection algorithm into the system. Value Delivered The YOLO (You Only Look Once) architecture enabled the algorithm to scan a...

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