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Our 2-scale IHN outperforms all other homog- raphy estimation methods by a large gap. The 2-scale IHN produces over 90% ACEs lower than 0.1 pixels, which sig- nificantly outperforms CLKN that adopt the traditional IC- LK iterator. Ablation Study on the Iterative Framework. To re- veal...