The Scene Garden feature is not only for collecting items, but also for viewing Scenes and interacting with other users.
In order to make the flowers in your garden bloom and have other users help you, you need to create Scenes that are set to "Public" view mode. This is effective for 5 days. Once more than 5 days have passed, you will need to create a new Scene in order to pick more flowers.