Liu Zhuo, Xiaoqi Chen, Zhenping Xie, Xiaojun Jiang, Daokun Bi. Simulation Learning Method for Discovery of Camouflage Targets Based on Deep Neural Networks[J]. Laser & Optoelectronics Progress, 2019, 56(7): 071102
- Laser & Optoelectronics Progress
- Vol. 56, Issue 7, 071102 (2019)
Fig. 1. Simulation learning framework for discovery of camouflage targets
Fig. 2. Simulation model of camouflage scenes
Fig. 3. Simulation results of camouflage scenes
Fig. 4. Preprocessing of scene area in which target can be placed. (a) Original scene map; (b) preprocessed binary map
Fig. 5. Parallel dilated convolution
Fig. 6. Multi-scale discovery model of camouflage targets
Fig. 7. Experimental discovery output results of representative camouflage targets. (a)(c) Test input images; (b) (d) corresponding model test outputs
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Table 1. Performance results obtained by proposed method at different scale parameters%
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Table 2. Discovery performance results of camouflage targets obtained by different methods%
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Table 3. Model performance results obtained on a group of real scene images%
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