On the basis of subjective evaluation on effect of image fusion,some important objective evaluation parameters are summarized in the target detection and recognition, i.e., STD, entropy, cross entropy, mutual information and fuzzy Choquet integration. Furthermore, an objective evaluation method on effect of image fusion for target recognition is proposed. Considering the limitation of experimental evaluation approaches, it is pointed that analytical evaluation approaches can be very helpful in augmenting experimental evaluation studies.