🧹 Refactor Anomaly Models

[ashwinvaidya17]

Summary

How to test

Checklist

• I have added unit tests to cover my changes.​
• I have added integration tests to cover my changes.​
• I have ran e2e tests and there is no issues.
• I have added the description of my changes into CHANGELOG in my target branch (e.g., CHANGELOG in develop).​
• I have updated the documentation in my target branch accordingly (e.g., documentation in develop).
• I have linked related issues.

License

• I submit my code changes under the same Apache License that covers the project.
  Feel free to contact the maintainers if that's a concern.
• I have updated the license header for each file (see an example below).

# Copyright (C) 2024 Intel Corporation
# SPDX-License-Identifier: Apache-2.0

[sovrasov]

@ashwinvaidya17 would that be compatible with Geti?

[harimkang]

@ashwinvaidya17 would that be compatible with Geti?

As far as I can see, there are no input changes, it's mainly a refactoring inside the model, so it probably won't affect Geti.
@ashwinvaidya17 Could you confirm?

[harimkang]

Looks good, please take a look at the unit-test fail.

[harimkang]

• @ashwinvaidya17 Another question, when will we be able to upgrade to the latest version of anomalib in otx?

We also have the following request from a user, Could you please check it out?
#3971

[ashwinvaidya17]

Yeah. Only the methods have been moved around a bit.