Object Detector & Counter Behavior with Metrics
Object Detection and Counting on a given image data
Behavior related to Artificial Intelligence in the context of Automotive Manufacturing Electronics Manufacturing & Equipment Manufacturing Misc. Textile and Apparel Manufacturing
Provided by DFKI (German Research Center for Artificial Intelligence) 8 months, 3 weeks ago (last modified 4 months, 3 weeks ago); viewed 122 times and bound 1 time
Object Detector & Counter Behavior with Metrics is a behavior suitable for Manufacturing
Description:
This Behavior performs Object Detection Inference on a given image data using the following Assets:
1. Microservice: OD & Counter Inference Service: COCO format with Metrics,
2. Algorithm : Object Detector & Counter Algorithm: COCO format [Metrics]
3. Model: YOLOv5 OD Model in ONNX format
4. Microservice: IGD EGI Model Retriever for fetching and unzipping the Model from EGI Model Repository (optional)
The model file shall be provided in the /odapi/od_app/model folder in the unzipped format to make it work. To pull the Model file from an external repository and to perform unzipping, use a service like IGD EGI Model Retriever in the deployment as well.
Using the service in in other configurations, the unzipped Model, consisting of yolov5s.onnx & coco.names files shall be provided in the mounted folder /odapi/od_app/model
Alert examples:
label == "person"; "person detected, Warning"
probability <= 0.60 ; "Probability of successful detection very low!"
