In the talk we focus on the issues caused by rolling shutter and the challenges it poses in 3D Vision tasks such as Structure from Motion and Augmented Reality. We show how to upgrade existing algorithms such as Camera Absolute Pose and Bundle Adjustment to use Rolling Shutter camera models that describe the camera motion. Both the benefits and the drawbacks of using such camera models will be shown and discussed.