Major advancements have been made in the field of object detection and segmentation recently. However, when it comes to rare categories, state-of-the-art methods fail detect them, resulting a significant performance gap between frequent categories. In this paper, we identify that Sigmoid or Softmax functions used deep detectors are major reason for low sub-optimal long-tailed segmentation. To a...