Fig. 1. CNN architecture for infrared imagery target recognition

Fig. 2. Illustration of infrared imagery target recognition via joint representation of deep features

Fig. 3. Labels and illustrations of the 10 targets in MWIR dataset

Fig. 4. Confusion matrix of the proposed method for original test samples

Fig. 5. Comparison of recognition results on the noisy test samples with different methods

Fig. 6. Comparison of recognition results under reduced training sets with different methods