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Visually induced motion sickness (VIMS) is sometimes brought by watching video sequences acquired by handheld video cameras. We present a video stabilization method for the purpose of reducing VIMS. In our method, the scenes including oscillatory motion which can cause VIMS are selected to be stabilized. In the subjective evaluation results, the severity of VIMS is reduced.