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Dynamic Convolution: Attention over Convolution Kernels
arxiv.orgthese kernels are aggregated in a non-linear way via atten-tion. By simply using dynamic convolution for the state-of-the-art architecture MobileNetV3-Small, the top-1 accuracy of ImageNet classification is boosted by 2.9% with only 4% additional FLOPs and 2.9 AP gain is achieved on COCO keypoint detection. 1. Introduction