Fig. 1. Multi-frame dual-domain attention flow network

Fig. 2. Microscope captures live cell samples to obtain wide-field images of 20 consecutive time points

Fig. 3. Frequency-spatial joint attention module

Fig. 4. Results of F-actin data set under different σ. (a) Objective results of reconstructed super-resolution images; (b) subjective results of reconstructed super-resolution images

Fig. 5. Results of ER data set under different σ. (a) Objective results of reconstructed super-resolution images; (b) subjective results of reconstructed super-resolution images

Fig. 6. Results of CCPs data set under different σ. (a) Objective results of reconstructed super-resolution images; (b) subjective results of reconstructed super-resolution images

Fig. 7. Comparison of single- and multi-frame experimental results on F-actin data set

Fig. 8. Comparison of single- and multi-frame experimenal results on ER data set

Fig. 9. Comparison of single- and multi-frame experimental results on CCPs data set

Fig. 10. Comparison of reconstruction results using different methods on F-actin data set

Fig. 11. Comparison of reconstruction results using different methods on ER data set

Fig. 12. Comparison of reconstruction results using different methods on CCPs data set

Fig. 13. Resolution comparison of reconstruction results using different methods on different data sets. (a) F-actin data set; (b) ER data set; (c) CCPs data set