Re-imagine the Negative Prompt Algorithm: Transform 2D Diffusion into 3D,alleviate Janus problem and Beyond

Perp‑Neg and the geometry of negative prompting At first glance, modern text‑to‑image diffusion models seem remarkably fluent, yet they often drift toward their training priors rather than faithfully following complex prompts. Oddly enough, attempts ...