Conversion of charge current into pure spin current and vice versa in non-magnetic semiconductors(1-5) or metals(6-8), which are called the direct and inverse spin Hall effects(9-16) (SHEs), provide a new functionality of materials for future spin-electronic architectures(17). Thus, the realization of a large SHE in a device with a simple and practical geometry is a crucial issue for its applications. Here, we present a multi-terminal device with a Au Hall cross and an FePt perpendicular spin injector to detect giant direct and inverse SHEs at room temperature. Perpendicularly magnetized FePt injects or detects perpendicularly polarized spin current without magnetic field, enabling the unambiguous identification of SHEs. The unprecedentedly large spin Hall resistance of up to 2.9m Omega is attributed to the large spin Hall angle in Au through the skew scattering mechanism and the highly effecient spin injection due to the well-matched spin resistances of the chosen materials.