We study the anomalous Hall effect (AHE) for the double exchange model with the exchange coupling |JH | being smaller than the bandwidth |t| for the purpose of clarifying the following unresolved and confusing issues: (i) the effect of the underlying lattice structure, (ii) the relation between AHE and the skyrmion number, (iii) the duality between real and momentum spaces, and (iv) the role of the disorder scatterings; which is more essential, σH (Hall conductivity) or ρH (Hall resistivity)? Starting from a generic expression for σH , we resolve all these issues and classify the regimes in the parameter space of JH τ (τ : elastic-scattering time), and λs (length scale of spin texture). There are two distinct mechanisms of AHE; one is characterized by the real-space skyrmion-number, and the other by momentum-space skyrmion-density at the Fermi level, which work in different regimes of the parameter space.PACS numbers: 72.15. Eb,75.50.Pp, The anomalous Hall effect (AHE) is a phenomenon where the Hall resistivity has an additional contribution due to the spontaneous magnetization in ferromagnets. This anomalous contribution has been attributed to the spin-orbit interaction, and various mechanisms has been proposed [1,2,3,4]. Recently it has been recognized that the original expression by Karplus and Luttinger [1], i.e., the intrinsic contribution, has the geometrical meaning in terms of the Berry-phase curvature in momentum space [5,6,7]. This is analogous to the the integer quantum Hall effect (IQHE) with the strong external magnetic field [8,9]. It was also proposed that AHE arises even without the spin-orbit interaction if the spin configuration is non-coplanar with finite spin chirality, i.e., the solid angle subtended by the spins where the electron hops successively [10,11,12,13,14]. Consider the double-exchange modelwhere r, r ′ runs the nearest neighbor sites, cr↓ ) is the annihilation (creation) operator at the site r, and S r is the classical spin localized at the site r. Assuming a strong Hund coupling |J H |(≫ |t|) between the conduction electrons and the localized spins, the Berry phase of the localized spins acts as a fictitious magnetic field for the conduction electron [15,16,17]. Ye et al. assumed that this fictitious magnetic field has a uniform component due to the spin-orbit interaction in the presence of the uniform magnetization [10]. However there is a subtle issue concerning the definition of the skyrmion number when the spins are defined on the discrete points and/or the underlying lattice is relevant. This is related to the length scale with respect to the spin texture and/or the lattice structure. Furthermore, the effect of the spin-orbit interaction can not be represented by the spatially uniform magnetic field; it induces the effective "magnetic field", i.e., the Berry phase curvature, in momentum space. In real systems, the disorder is also relevant and often the following question arises: Which is more essential, the Hall conductivity σ H or the Hall resistivity ρ H ? Therefore it is...