Despite significant progress on current state-of-the-art image generation models, synthesis of document images containing multiple and complex object layouts is a challenging task. This paper presents novel approach, called DocSynth, to automatically synthesize based given layout. In this work, spatial layout (bounding boxes with categories) as reference by the user, our proposed DocSynth model...