F3 only toggle the 'Smooth + Highlight' mode in the viewport. If you want to see the bitmap image (texture) on viewport, you will need to toggle the 'show map in viewport' button in the material editor of your chosen map.
Texture will only display in 'Smooth + Highlight', 'Smooth' and 'Flat' mode, it will not show in wireframe and boundary box mode etc.