However, the cold-water rinse is less important than baking it in the oven, and rinsing bacon can often lead to lessening its flavor. Instead, laying bacon flat on a cooking sheet and cooking it at 400 degrees Fahrenheit for 18 to 20 minutes is far more likely to reduce shrinkage than frying the bacon in a pan.