Today's article comes from the CAAI Transactions on Intelligence Technology journal. The authors are He et al., from Yanshan University, in China. In this paper they're showcasing a new object detector for roadside cameras. Their framework augments a standard YOLO pipeline with a second branch that extracts boundary and texture features, then fuses them with RGB features to better distinguish between objects.