Revitalizing Densely Connected Convolutional Networks: A Paradigm Shift Beyond ResNets and Vision Transformers

Densely Connected Convolutional Networks (DenseNets) can outperform modern architectures like ResNets, Swin Transformers, and ConvNeXts by leveraging the underrated effectiveness of feature concatenation over additive shortcuts.