arxivcs.CVcs.AI2026-07-21
Norm or Direction? Decoding Vision Mambas for High-Resolution Vision
Vision Mamba models replace quadratic self-attention with linear complexity selective state space models (SSMs), emerging as efficient visual backbones. However, MambaOut demonstrates that a Gated CNN block can match or exceed VMamba on image classification, questioning the neces…