Network Design

ResNet or DenseNet? Introducing Dense Shortcuts to ResNet

ResNet or DenseNet? Nowadays, most deep learning based approaches are implemented with seminal backbone networks, among them the two arguably most famous ones are ResNet and DenseNet. Despite their competitive performance and overwhelming popularity, …

Propose-and-Attend Single Shot Detector

We present a simple yet effective prediction module for a one-stage detector. The main process is conducted in a coarse-to-fine manner. First, the module roughly adjusts the default boxes to well capture the extent of target objects in an image. …

Revisiting Residual Networks with Nonlinear Shortcuts

Residual networks (ResNets) with an identity shortcut have been widely used in various computer vision tasks due to their compelling performance and simple design. In this paper we revisit ResNet identity shortcut and propose RGSNets which are based …