Fig. 1. Structure diagram of overall network

Fig. 2. Network structure diagram of generator

Fig. 3. Structure diagram of CBAM

Fig. 4. Structure diagram of feature coding module

Fig. 5. Structure diagram of residual block in feature conversion module

Fig. 6. Structure diagram of feature decoding module

Fig. 7. Network structure diagram of discriminator

Fig. 8. Structure diagram of shared parameter module

Fig. 9. Structure diagram of CAM auxiliary module

Fig. 10. Diagram of receptive field

Fig. 11. Structure diagram of discrimination

Fig. 12. Comparative experimental diagram of ablation experiment

Fig. 13. Experimental diagram of perceptual information comparison

Fig. 14. Average SSIM comparison data

Fig. 15. Effect comparison diagram of different method.（a）Old woman；（b）No left turn sign；（c）Scooter；（d）Tree.

Fig. 16. Questionnaire data

Fig. 17. Effect comparison diagram of different method for background defocus. A：Fence；B：Pond.