- 20 Dec 2024
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LandingEdge
- Updated on 20 Dec 2024
- 1 Minute to read
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This article applies to these versions of LandingLens:
LandingLens | LandingLens on Snowflake |
✓ | ✓ |
- LandingEdge doesn't deploy Visual Prompting models. The only deployment option for Visual Prompting is Cloud Deployment.
- LandingEdge is not compatible with smart cameras.
Overview
LandingEdge is an all-in-one application for end-to-end deployment. This application can connect to a camera, run inference, and drive continuous learning back to LandingLens. Let's take a look at how it works.
After you are happy with the results of your trained model, you can deploy it to LandingEdge to run inference. Inference is the process of showing images to a model that the model has never seen before.
LandingEdge retrieves images from a GenICam camera, a folder on your computer, or through an API call. Images can be saved to a folder and sent to LandingLens for continuous learning. Continuous learning is the process of regularly improving your model. To improve your model, you can save inference images and send them back to LandingLens to retrain your model. By continuously improving your model, you can have better results.
For example, let's say you previously trained a model for self-driving cars, and your model learned to detect people, other cars, and dogs. After you deploy your model, imagine that the cameras of the self-driving cars snapped images of deer and moose. You can send these images back to LandingLens so the model can learn to detect deer and moose.
LandingEdge can also be used as a standalone inference engine without the need for any hardware connections. This is achieved by API integration.
LandingEdge Features
- Runs on Windows and Linux
- Runs locally, and inference runs on your Windows or Linux computer
- Does not require the internet
- Can retrieve images from a USB, GenICam, input folder, or API call
- Can communicate with PLCs (programmable logic controllers)
- Can connect and send images to LandingLens for Continuous Learning