Landing Ai

Ankur Rawat

Mark William Sabini

Yan Liu

Gopi Prashanth Gopal

Kai Yang

Francisco Matias Cuenca-Acuna

Andrew Yan-Tak Ng

Yu Qing Zhou

Sanjeev Satheesh

Pingyang He

Daniel Bibireata

Dillon Laird

Quinn Killough

Sebastian Rodriguez

Leela Seshu Reddy Cheedepudi

Camilo Iral

Yuanzhe Dong

Zeqi Qiu

Mingrui Zhang

Junjie Guan

Aldrin Leal

Wei Fu

Hao Sheng

Ramesh Sampath

Camilo Zapata

Juan Camilo Fernancez

Cristobal Silva

Rahul Devraj Solanki

Sanjay Bodhu

Whit Blodgett

A model management system adaptively refines a training dataset for more effective visual inspection. The system trains a machine learning model using the initial training dataset and sends the trained model to a client for deployment. The deployment process generates outputs that are sent back to the system. The system determines that performance of predictions for noisy data points are inadequate and determines a cause of failure based on a mapping of the noisy data point to a distribution generated for the training dataset across multiple dimensions. The system determines a cause of failure based on an attribute of the noisy datapoint that deviates from the distribution of the training dataset and performs refinement towards the training dataset based on the identified cause of failure. The system retrains the machine learning model with the refined training dataset and sends the retrained machine learning model back to the client for re-deployment.

Model management system for improving training data through machine learning deployment

A processor receives an image of a syringe. After identifying a background and foreground of the image, where the foreground indicates pixels that may be associated with a defect, the processor subtracts the background to generate an updated image with an accentuated foreground. The processor applies a bounding box to a group of pixels in the foreground and inputs the bounding box into a classifier. The classifier outputs a label indicating whether the syringe is defective.

Automated visual inspection of syringes

Growing community of inventors

Sunnyvale, CA, United States of America

Ankur Rawat