Automated defect detection using computer vision helps improve quality and lower the cost of inspection. Defect detection involves identifying the presence of a defect, classifying types of defects, and identifying where the defects are located. Many manufacturing processes require detection at a low latency, with limited compute resources, and with limited connectivity.
Amazon Lookout for Vision is a machine learning (ML) service that helps spot product defects using computer vision to automate the quality inspection process in your manufacturing lines, with no ML expertise required. Lookout for Vision now includes the ability to provide the location and type of anomalies using semantic segmentation ML models. These customized ML models can either be deployed to the AWS Cloud using cloud APIs or to custom edge hardware using AWS IoT Greengrass. Lookout for Vision now supports inference on an x86 compute platform running Linux with or without an NVIDIA GPU accelerator and

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