A camera-based obstacle detection system includes a first camera, a second camera, and one or more processors configured to acquire a first image from the first camera, acquire a second image from the second camera, determine a depth of an object based on a location of the object in the first image relative to a location of the object in the second image, and in response to the depth exceeding a threshold depth value, generate an alert.