Object detection is a fundamental task in computer vision, which usually based on convolutional neural networks (CNNs). While it difficult to be deployed embedded devices due the huge storage and computing consumptions, binary (BNNs) can execute object with limited resources. However, extreme quantification BNN causes diversity of feature representation loss, eventually influences performance. ...