Heterogeneous Grid Convolution for Adaptive, Efficient, and Controllable Computation

Figure 1. Heterogeneous grid convolution exploits the heterogeneity in the image to enable adaptive, efficient, and controllable computation for a range of image understanding tasks such as semantic segmentation, road extraction, and salient object detection from left to right.