Efficient Modulation: A Novel Convolutional Block Design for High-Performance and Low-Latency Vision Networks

The authors propose Efficient Modulation (EfficientMod), a novel convolutional block design that combines the benefits of convolution and attention mechanisms to achieve state-of-the-art performance on various vision tasks while maintaining high efficiency.