A single command installs the dsh‑web‑ui all‑in‑one plugin, instantly adding a task board, right‑side file panel, image‑understanding tool, SSH operations, and a skin center, turning the basic DeepSeek Harness web UI into a full‑featured development workstation.
The USP framework introduces masked latent modeling within a VAE space to pre‑train ViT encoders, enabling seamless weight transfer to both image classification, segmentation, and diffusion‑based generation tasks, dramatically speeding up DiT and SiT models while preserving strong visual representations.
This article reviews recent advances in applying large language models to computer vision, covering background challenges, unified multimodal modeling, the PixelLM architecture for pixel‑level understanding and generation, and new approaches to image and video creation such as StoryDiffusion, while outlining future research directions.
