vit

PointDiT presents a minimalist pixel-space diffusion transformer using a plain ViT architecture for monocular geometry estimation, outperforming complex latent-based models while maintaining simplicity and robustness in ambiguous regions.

SignX proposes a novel framework for continuous sign language recognition that unifies heterogeneous pose formats into a compact latent space and achieves state-of-the-art accuracy with 50× computational acceleration over pixel-space baselines.