Abstract: Highlights•Propose a bi-residual module by extending residual block with aggregate connection.•Devise an aggregate connection consisting of average pooling, Relu, 1 × 1 convolution and the Softmax components.•Verify the superiority of the BRNet on image classification and object detection.
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