Yes, you are right. The keys don't match. Maybe you can get pretrained model, 
and then get the feature.
```
model = get_model('resnet101_v2', pretrained=True)
feat = model.features
```

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https://github.com/apache/incubator-mxnet/issues/12334 ]
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