Peel eggplant, and cut into 1-inch cubes. Sprinkle with salt, and press gently between paper towels; set aside.
Brush pizza crust with 1 tablespoon olive oil. Arrange tomato slices over crust. Sprinkle with eggplant, olive halves, and next 4 ingredients. Drizzle with remaining 1 tablespoon olive oil.
Bake at 400° for 20 minutes. Garnish, if desired.