Juyoun Park

Norm or Direction? Decoding Vision Mambas for High-Resolution Vision

VMamba's final stage blocks form representations distinctly different from both MambaOut and its own preceding blocks, and cross model centered kernel alignment analysis concludes that token magnitude and directional structure serve as critical axes for improving visual backbones, particularly under dense supervision.