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This CVPR paper presents InceptionNeXt, a convolutional neural network architecture that addresses the efficiency issues of large-kernel depthwise convolutions while maintaining a competitive performance on image classification tasks. By decomposing large-kernel convolutions into multiple parallel branches, including small square kernels and identity mappings, InceptionNeXt achieves significant improvements in training throughput and accuracy compared to its predecessors.
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