One of key factorst od esign applicable electron transport layers (ETLs) for perovskite solar cells is the morphology of ETLs since ag ood morphology would help to facilitate the carrier transport at two interfaces (perovskite\ETL and ETL\cathode). However,o ne drawback of most organic ETL smallm olecules is the internal undesired accumulation, which would cause the formation of inappropriate morphology and rough ETL surface. Here, by elaborately designing the side chains of NDI derivatives, the molecular interaction could be modified to achievet he aggregation in different degrees, whichw ould eventually affect the accumulation of molecules and surfaceq ualities of ETLs. By speculating from the comparison between the absorption spectra of solutions and films, the sequence of extent of molecule interaction and aggregation was built among three NDI derivatives, which is furtherc onfirmed by direct evidence of atomic force microscopy (AFM)i mages. Then, carrier exaction abilities are simply studied by steady-state photoluminescence spectroscopy.T he carrier transport process is also discussed based on cyclic voltammetry,t ime-resolved photoluminescence spectroscopy and mobility.N DIF1 are proven to have the appropriate internal aggregation to smooth the contact with cathodea nd low series resistance, and ad evice performance of 15.6 %i sa chieved. With the ability of preventing the thermal diffusion of Ag towards the perovskite surface due to the strongi nteraction between molecules, NDIF2 at high concentration shows the highest fill factor (80 %).