In David McIntyre's Quantum Mechanics, we examine an electron within a magnetic field $$\vec{B}=B_o \hat{z}+B_1[\cos(\omega t)\hat{x}+\sin(\omega t)\hat{y}]$$ The Hamiltonian is then time-dependent and in matrix form it is as follows $$H=\frac{\hbar}{2}\begin{bmatrix}\omega_0& \omega_1e^{-i\omega t}\\\omega_1e^{i\omega t}&-\omega_0\end{bmatrix}=H_0+H_t(t)$$
where $\omega_0=\frac{eB_0}{m}$ and $\omega_1=\frac{eB_1}{m}$. McIntyre then says that the solution to the Schrödinger equation can be written using the energy basis of the time-independent part of the Hamiltonian (this is the usual basis: $|\uparrow\rangle_z=(1,0)$and $ |\downarrow\rangle_z=(0,1)$) as $$|\psi(t)\rangle=c_+(t)|\uparrow\rangle_z +c_-(t)|\downarrow\rangle_z=(\,c_+(t)\,,\,c_-(t)\,) \tag{1}$$ Now as far as I am aware, the above solution is in the Schrödinger picture where $|\psi(t)\rangle_s=e^{-iHt/\hbar}|\psi(t=0)\rangle$. Now I have learnt in class that the state in the interaction picture is defined as $$ |\psi(t)\rangle_I=e^{iH_0t/\hbar}|\psi(t)\rangle \tag{2} $$ where the exponent only includes the time-independent part of the Hamiltonian. My issue is that McIntyre then says that we can simplify the problem by transforming the state in equation (1) to the rotating frame which he says (without justification) yields $$ |\psi(t)_*\rangle=c_+(t)e^{i\omega t/2}|\uparrow\rangle_z +c_-(t)e^{-i\omega t/2}|\downarrow\rangle_z=(\,c_+(t)e^{i\omega t/2}\,,\,c_-(t)e^{-i\omega t/2}\,) \tag{3} $$ Now I have read that the rotating frame is related to (if not entirely equivalent to) the interaction picture. This leads me to think that equation (3) is the state vector in the interaction picture for this problem. However, how can this be if the interaction picture is defined as in equation (2)? If we are to believe equation (2), then should we not get something like
$$ |\psi(t)_*\rangle=(\,c_+(t)e^{i\omega_1 t/2}\,,\,c_-(t)e^{-i\omega_1 t/2}\,) $$ where we've used $\omega_1$ instead of $\omega$. In fact, why should we not use $\omega_0$ considering in equation (3), it is the unperturbed time-independent Hamiltonian that is present while $\omega$ is associated with the energy due to the time-dependent part?