FIG. 5C illustrates an example process 540 for recovering an undetected face in an image that can be used in accordance with various embodiments. In this example, a first image is acquired from a first camera and a second image is acquired from a second camera 542. Accordingly, a first face and a second face are detected in the first image 544. In this example, only the first face is detected in the second image and the second face is not detected 546. In order to properly match the correct face, the first face and the second face detected in the first image are compared to the first face in the second image 548. Accordingly, the first face from the first image is matched with the first face in the second image 550. Thus, in order to recover the missing second face from the second, a template of the second face is generated from the the second face from the first image 552. In one example, the template can be generated by extracting features of the second face from the first image. Accordingly, the template for the second face is used to analyze and compared to features within the second image using a template matching algorithm 554. In this example, the second face is detected in the second image using the template 556.