Ranga Sai Shreyas Manchikanti

Computer Vision Engineer @Summit Technology Laboratory

Irvine, CA, US

Led a team of 4 interns in developing an image segmentation model using PyTorch to detect imperfections in display quality, achieving a final mAP of 73% and meeting all performance benchmarksDeveloped a display area segmentation system for projection mapping setup using the SAM zero-shot segmentation model; designed image preprocessing and postprocessing pipelines, reducing setup time by 22% by eliminating a manual calibration stepLed a 5 people team in building a point cloud shape classification system using the PointNet architecture, achieving 94% accuracy and 88% mAP; deployed the system as a FastAPI web service using Docker, enabling local server integration and contributing to 12% reduction in user training timeDesigned and deployed cross-platform CV solutions with Python, C++, and C#, integrating ONNX models into C++ production environments and handling full pipeline delivery from prototyping to deploymentSet technical direction and led architectural decisions across multiple projects, driving alignment among interns and cross-functional collaborators to ensure scalable and maintainable systemsChampioned high software quality through rigorous code reviews, test coverage, proactive monitoring, and thoughtful rollout strategies, contributing to high-reliability deployments and consistent delivery of production-ready code