Norang Nosin Computer Vision Project

Here are a few use cases for this project:

1. Use Case - Vehicle Classification Service: The "Norang Nosin" model could be used by security or traffic control services to ascertain the types and quantities of vehicles passing through a given point, helping to generate detailed traffic data for analysis and city planning.

2. Use Case - Parking Management: Automated parking systems could use this model to identify the class of the entering vehicles which can be useful for managing different parking zones according to vehicle size or classification.

3. Use Case - Vehicle Sales and Trading: In online vehicle marketplaces, the model could streamline the sales and trading process by automatically classifying vehicles from images, reducing the time taken for manual entry.

4. Use Case - Automated Toll Collection: Toll systems can leverage this model to streamline the toll collection process based on vehicle class, leading to more efficient and accurate toll collection.

5. Use Case - Insurance and Damage Assessment: Insurance companies could use this model to identify and classify vehicles during the claim process, as well as to create a baseline for assessing damage.

The presence of non-vehicle related classes (e.g. 'stone') might be confusing, but maybe it's utilized as a part of an error detection mechanism or a way to identify irrelevant inputs to the system.