Plant segmentation is a critical task in precision agriculture as related to crop management and weed treatment. Plants can exhibit very large scale changes, which presents great challenge for accurate crop/weed segmentation. Recent works have shown that multi-scale features are useful segment objects with different scales. In this work, we propose Dense Multi-scale Convolutional Network (DMSCN...