Robust visual tracking based on modified mayfly optimization algorithm.

•The position weighting strategy supervised by iteration degree.•The dynamic control strategy of the gravity coefficients.•Chaotic random parameters in the ephemera velocity formula.•A generation ephemera mutation strategy in each iteration.•An adaptive adjustment method for the tracking frame.