I didn't want to spend time with new libraries. So, I code a simple OnPageChangeListener for infinite viewpagers with circle indicator (ImageView). It works well. AutoScrollViewPager is used as infinite viewPager. Indicator changes when viewpager scrolled half of the page not when scrolling is over.
Screenshot (circles are images is):

Usage:
bannerPager.setOnPageChangeListener(new OnPageChangeListenerForInfiniteIndicator(getActivity(), bannerList, bannerPager.getCurrentItem()));
xml:
<RelativeLayout
android:layout_width="match_parent"
android:layout_height="@dimen/home_banner_indicator_container_height">
<LinearLayout
android:id="@+id/container_home_page_indicator"
android:layout_width="wrap_content"
android:layout_height="match_parent"
android:layout_centerHorizontal="true"
android:layout_marginBottom="@dimen/home_banner_indicator_container_inner_margin_vertical"
android:layout_marginTop="@dimen/home_banner_indicator_container_inner_margin_vertical"
android:orientation="horizontal">
</LinearLayout>
</RelativeLayout>
The OnPageChangeListenerForInfiniteIndicator:
import android.app.Activity;
import android.support.v4.view.ViewPager;
import android.view.ViewGroup;
import android.widget.ImageView;
import android.widget.LinearLayout;
import com.kartaca.rbtpicker.R;
import com.kartaca.rbtpicker.model.Banner;
import java.util.ArrayList;
import java.util.List;
/**
* Created by amadeus on 9/18/15.
*/
public class OnPageChangeListenerForInfiniteIndicator implements ViewPager.OnPageChangeListener {
private Activity activity;
private List<ImageView> pageIndicatorList = new ArrayList<ImageView>();
private List<Banner> bannerList;
private LinearLayout containerIndicator;
private int viewPagerActivePosition;
private int positionToUse = 0;
private int actualPosition;
public OnPageChangeListenerForInfiniteIndicator(Activity activity, List<Banner> bannerList, int currentItem) {
this.activity = activity;
this.bannerList = bannerList;
this.actualPosition = currentItem;
this.viewPagerActivePosition = currentItem;
loadIndicators();
}
private void loadIndicators() {
containerIndicator = (LinearLayout) activity.findViewById(R.id.container_home_page_indicator);
if (pageIndicatorList.size() < 1) {
for (Banner banner : bannerList) {
ImageView imageView = new ImageView(activity);
imageView.setImageResource(R.drawable.banner_pagination_normal);// normal indicator image
imageView.setScaleType(ImageView.ScaleType.CENTER_INSIDE);
imageView.setLayoutParams(new ViewGroup.LayoutParams(activity.getResources().getDimensionPixelOffset(R.dimen.home_banner_indicator_width),
ViewGroup.LayoutParams.MATCH_PARENT));
pageIndicatorList.add(imageView);
}
}
containerIndicator.removeAllViews();
for (int x = 0; x < pageIndicatorList.size(); x++) {
ImageView imageView = pageIndicatorList.get(x);
imageView.setImageResource(x == positionToUse ? R.drawable.banner_pagination_active :
R.drawable.banner_pagination_normal); // active and notactive indicator
containerIndicator.addView(imageView);
}
}
@Override
public void onPageScrolled(int position, float positionOffset, int positionOffsetPixels) {
actualPosition = position;
int positionToUseOld = positionToUse;
if (actualPosition < viewPagerActivePosition && positionOffset < 0.5f) {
positionToUse = actualPosition % bannerList.size();
} else {
if (positionOffset > 0.5f) {
positionToUse = (actualPosition + 1) % bannerList.size();
} else {
positionToUse = actualPosition % bannerList.size();
}
}
if (positionToUseOld != positionToUse) {
loadIndicators();
}
}
@Override
public void onPageSelected(int position) {
}
@Override
public void onPageScrollStateChanged(int state) {
if (state == 0) {
viewPagerActivePosition = actualPosition;
positionToUse = viewPagerActivePosition % bannerList.size();
loadIndicators();
}
}
}