Below is a paragraph from an academic paper. Polish the writing to meet the academic style, improve the spelling, grammar, clarity, concision and overall readability. When neccessary, rewrite the whole sentence. Furthermore, list all modification and explain the reasons to do so in markdown table.\n\n
In this paper, we suggest the high ratio tube masking \cite{tong2022videomae} can effectively eliminate the temporal redundancy, so as to establish the higher-lever temporal correlation. Thus, we utilize the video masked transformer which performed mask autoencoding, to capture long-range spatial-temporal subtle forgery traces.