Lowering input shape of MobilenetV2 from keras.applications do not result in much quicker inference

Question

I\'m trying to figure a way to reduce the inference time of MobileNetV2. I reduced the input shape of it to 32x32 (from 224x224). The problem is I was expecting an inference