We report the diversity of scroll wave chimeras in the three-dimensional (3D) Kuramoto model with inertia for N 3 identical phase oscillators placed in a unit 3D cube with periodic boundary conditions. In the considered model with inertia, we have found novel types of patterns which do not exist in a pure system without inertia. In particular, a scroll wave torus-like chimera is obtained under random initial conditions. In contrast to a pure system without inertia, where all chimera states have incoherent inner parts, these states can have partially coherent or fully coherent inner parts in a system with inertia, as exemplified by a scroll wave torus-like chimera. Solitary states exist in the considered model as separate states or can coexist with scroll wave chimeras in the oscillatory space. We also propose a method of construction of 3D images using solitary states as solutions of the 3D Kuramoto model with inertia.