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| you can add them as additional categories (classes), since this is a multi-label problem | 
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| that's a possible way i can think of for utilizing the "super categories" | 
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The coco have the super categories.

Do you have the idea to use super categories?
For example, a bus image, it will not be recognized as other super categories. But the class in super category "vehicle" is ok, like motorcycle, car, ...
https://tech.amikelive.com/node-718/what-object-categories-labels-are-in-coco-dataset/
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