lower quality image than pix2pix in lower-resolution(256*256) dataset

i trained both pix2pix and pix2pixhd with my own dataset(default param and networks)，image size is 256*256, pix2pixhd generates better image on train dataset but strange and blur result on test dataset. should I modify the G_net and D_net structure for lower resolution input image?