To detect objects in Conveyer, How does Amazon Solve it?
Challenge - Field Of View, Dataset, and Occlusion is always a challenge to detecting objects
Solution - The first step was simply to take pictures of products as they moved along conveyor belts in fulfillment centers, building up a library of images. This gives a consistent environment
Challenge - Different speeds of products moved in the Conveyer belt?
Solution - On a conveyor belt, the lighting and the speed of the item are relatively controlled and constant.
Challenge - What features we can leverage to match?
Solution - Product Dimension, Visual features, text
Summary from post
#Datascience #production #computervision
Sometimes a combination of techniques, simplifying/restricting the target environment to a certain position/view/conditions is good enough to get a good first-cut working solution.
Keep Exploring!!!
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