“…Furthermore, we have conducted a full-wave simulation with finite structure to identify the number of required periods to retrive the results of a single unitcell simulation with periodic boundary conditions (for more details, the reader can refer to the supplementary information ). To the best of our knowledge, the optimized metasurface designs yield the most vivid color filter reported so far in the literature 8 , 29 , 34 – 36 . It is worth mentioning that the entire optimization process took 2 h, 37 min, and 45 s. Among this time, 1 h, 26 min, and 20 s were dedicated to simulations, 1 h, 2 min, and 6 s were allocated for back-propagation optimization, 8 min and 27 s were spent on predictions using both the surrogate model and the MVANN, and 250 ms were utilized for searching the best design within the dataset.…”