Kai Jiang

Extending the scale generalization of the Vision Transformer without fine-tuning.

The Multi-Scale Vision Transformer (MSViT), which integrates Spectral-Constrained Convolution for adaptive frequency-weighted patch embedding, Horizontal-Vertical Separable Attention to enforce a full-span cross-shaped effective receptive field, and Reparameterized Convolutional Position Embedding to provide boundary-a...