Answer: They will live on forever for the speaker.
In the poem, the speaker start by pointing out how various art objects and living beings would eventually die or dissapear.
But in this line: Love itself shall slumber on.
The speaker indicates that the thought and emotion which created from the art would continue to lived on forever.