ImageView fills parent’s width OR height, but maintains aspect ratio

These:

android:layout_height="wrap_content"
android:scaleType="fitStart"
android:adjustViewBounds="true"

should resize the image and change the size of the bounds to fit the new image size. If it does not do that on your device post the image you are using and what device you are testing on.