We use the quasi-diabatic (QD) propagation scheme to perform onthe-fly non-adiabatic simulations of the photodynamics of ethylene. The QD scheme enables a seamless interface between accurate diabatic-based quantum dynamics approaches and adiabatic electronic structure calculations, explicitly avoiding any efforts to construct global diabatic states or reformulate the diabatic dynamics approach to the adiabatic representation. Using partial linearized path-integral approach and symmetrical quasi-classical approach as the diabatic dynamics methods, the QD propagation scheme enables direct non-adiabatic simulation with the CASSCF on-the-fly electronic structure calculations. The population dynamics obtained from both approaches are in a close agreement with the quantum wavepacket based method and outperform the widely used trajectory surface hopping approach. Further analysis on the ethylene photodeactivation pathways demonstrates the correct predictions of competing processes of non-radiative relaxation mechanism through various conical intersections. This work provides the foundation of using accurate diabatic dynamics approaches and on-the-fly adiabatic electronic structure information to perform ab-initio non-adiabatic simulation.Non-adiabatic on-the-fly simulation | Quasi-Diabatic scheme | Diabatic dynamics approach | Path-integral methods