Amazon Lookout for Vision
Amazon Lookout for Vision is a machine learning service that spots defects and anomalies in visual representations using computer vision. With just a small sample of images, it builds a custom computer vision model to enable you to identify damaged products or issues before production issues arise. It supports projects, datasets, model training, and real-time anomaly detection.
APIs
Amazon Lookout for Vision API
The Amazon Lookout for Vision API provides programmatic access to create and manage projects, datasets, models, and anomaly detection jobs for visual quality inspection using co...
Capabilities
Amazon Lookout for Vision - Visual Inspection Workflow
Workflow capability for manufacturing and quality teams to build, train, and deploy computer vision models for automated visual quality inspection using Amazon Lookout for Vision.
Run with NaftikoFeatures
Build custom visual inspection models with just a small sample of images, no ML expertise required.
Run inference on images in real time to detect defects and anomalies on the production line.
Package and deploy models to edge devices for local inference without cloud connectivity.
Manage labeled training and test datasets directly through the API.
Package trained models for deployment to AWS IoT Greengrass edge devices.
Use Cases
Automate visual inspection of manufactured products to detect surface defects, assembly errors, and damaged items.
Detect solder defects, missing components, and board damage in electronics manufacturing.
Identify contaminated, damaged, or improperly packaged food products on production lines.
Verify correct labeling, packaging integrity, and tablet quality in pharmaceutical manufacturing.
Detect cracks, scratches, and dimensional defects in automotive components.
Integrations
Store training images and dataset manifests in S3 buckets.
Deploy packaged models to IoT Greengrass edge devices for local inference.
Monitor model performance metrics and detection results in CloudWatch.
Encrypt model artifacts using AWS Key Management Service.