The recent progress in electron cyclotron current drive calculations with the adjoint technique is reviewed. The main attention is focused on such points as parallel momentum conservation in the like-particle collisions and finite collisionality effects. For high-temperature plasmas with significant relativistic effects, the effectiveness and accuracy of the developed numerical models are demonstrated by ray-tracing calculations.