MobileNet and MobileNetV2: Bad Inference Results
I found the solution: The source of the error was the wrong preprocessing. I used

from keras.applications.imagenet_utils import preprocess_input


instead of

from keras.applications.mobilenet_v2 import preprocess_input


This wrong function for preprocessing caused the images being misclassified. The latter is the correct preprocessing function.