In bottom of 9-inch deep-dish pie pan, spread refried beans. Sprinkle 3 tablespoons of the cilantro over beans. Spoon corn evenly over cilantro.
In small bowl, mix sour cream and taco seasoning mix; spread over corn. Sprinkle with cheese and remaining 1 tablespoon cilantro. Serve with tortilla chips.