We revisit construction of the Atiyah-Hitchin manifold in the generalized Legendre transform approach. This is originally studied by Ivanov and Rocek and is subsequently investigated more by Ionas, in the latter of which the explicit forms of the Kähler potential and the Kähler metric are calculated. There is a difference between the former and the latter. In the generalized Legendre transform approach, a Kähler potential is constructed from the contour integration of one function with holomorphic coordinates. The choice of the contour in the latter is different from the former's one, whose difference may yield a discrepancy in the Kähler potential and eventually in the Kähler metric. We show that the former only gives the real Kähler potential, which is consistent with its definition, while the latter yields the complex one. We derive the Kähler potential and the Kähler metric for the Atiyah-Hitchin manifold for the former's choice and show that they are consistent with the ones evaluated in the latter. * arai(at)sci.kj.yamagata-u.ac.jp † kurando.baba(at)rs.tus.ac.jp ‡ radu.ionas(at)stonybrook.edu