Chapter 1 introduction of indoor location-based services.- Chapter 2 map construction via photo-taking.- Chapter 3 map construction via acoustic sensing.- Chapter 4 incremental map construction.- Chapter 5 human localization with indoor maps.- Chapter 6 vehicle tracking in parking structures.- Chapter 7 Concludes and discussions.