A series of constant-flux saline and turbidity current experiments were carried out, focusing on the coupling impact of bed roughness and permeability on current propagation, mixing, and turbulence characteristics. The distinct current propagation phases on RI (rough and impermeable) and RP (rough and permeable) beds are identified respectively. Experimental results revealed that intermittently undulating bed surface breaks the strict no-slip boundary, thereby increasing local current velocity near the bed, while its roughness reduces the current peak profile velocity. Interbed pores of rough bed induce vertical fluid exchange, which synchronously decrease the current velocity, and causes the density profile no longer follow a monotonous variation trend along with water depth. The larger bed surface roughness or the interbed porosity leads to the smaller upper TKE (Turbulent Kinetic Energy) peak. On the other hand, the lower TKE peak is inversely proportional to the bed surface roughness of the RI beds but proportional to the porosity of the RP bed. Rough bed surface intensifies the asymmetry of the mean velocity distribution around peak velocity, resulting in a transfer barrier of turbulent momentum triggered by the interbed pores. For the RP bed, the cross-correlation function based on two-point statistics captures the spikes associated with pore-scale eddies locally, while on the RI condition the function only obtains the time scale characterizing the largest eddies of the current. Sediment deposition makes the turbidity current easier to separate from the RP and RI bed than the saline type, as a consequence of increasing the current height.