SuanNi

Jul 15, 2026 · Artificial Intelligence

DeepMind’s Video Generation Model Becomes a General Visual Intelligence – He Kaiming’s Involvement

GenCeption repurposes a 140‑billion‑parameter text‑to‑video diffusion model into a single‑step feed‑forward visual system that handles depth, segmentation, pose and other tasks via text prompts, achieves state‑of‑the‑art results with far fewer training frames, and demonstrates strong out‑of‑domain generalisation using synthetic data.