Methods, apparatus, and articles of manufacture to detect shapes are disclosed. An example method includes determining a depth value associated with an object outline detected in image data representative of an environment; and using the depth value to select a first group of reference shapes to be compared to the object outline from a collection of reference shapes, the first group representing a portion of the collection of reference shapes.