RuntimeError: Check ‘False’ Failed at Src/Core/Src/Runtime/ov_tensor.cpp:67: Dims and Format Are Inconsistent

Trying to run my inference application in OpenVINO™ fails with the following error:
RuntimeError: Check 'false' failed at src/core/src/runtime/ov_tensor.cpp:67:
Dims and format are inconsistent.

• Verify the shape of the input data matches the input shape of the model.
• Verify the layout of the input data matches the input layout of the model.

The error comes from a shape mismatch between the input of your model and the input data being fed to the model. You need to perform pre-process on input data like image resizing and/or transposing to match the input shape and layout of the model.