Clicking the eraser icon will delete the currently selected object.
Combine the eraser with the SHIFT and CTRL keys for these special operations:
CTRL: remove coloring from selected object; SHIFT: delete all objects in picture; SHIFT+CTRL: remove coloring from all objects in picture.