The DeepLabV3+ segmentation head does not use the final convolution layer from the backbone, but this layer gets computed anyway. There is currently no way to tell [MobileNetV2Model] up to which layer it should run.

Resources
A list of official Hugging Face and community (indicated by 🌎) resources to help you get started with MobileNetV2.

[MobileNetV2ForImageClassification] is supported by this example script and notebook.
See also: Image classification task guide