Tagged articles

geometry consistency

2 articles · Page 1 of 1
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 20, 2026 · Artificial Intelligence

How VGGRPO Uses 4D Latent Rewards for World‑Consistent Video Generation

VGGRPO introduces a latent‑space geometry model and two 4D rewards—camera motion smoothness and geometry reprojection consistency—to improve geometric consistency in video diffusion models without sacrificing pre‑training generalization, achieving smoother camera paths and coherent scene structures even in dynamic scenarios.

4D rewardECCV 2026VGGRPO
0 likes · 9 min read
How VGGRPO Uses 4D Latent Rewards for World‑Consistent Video Generation
Amap Tech
Amap Tech
Oct 2, 2025 · Artificial Intelligence

How FantasyWorld Unifies Video Generation and 3D Geometry for Consistent Virtual Worlds

FantasyWorld introduces a geometry‑enhanced framework that augments a frozen video diffusion model with a trainable geometry branch, enabling simultaneous video representation and implicit 3D field generation, achieving spatially consistent, high‑quality virtual worlds and outperforming recent baselines in multi‑view coherence and geometric fidelity.

3D modelingComputer Visiondiffusion models
0 likes · 11 min read
How FantasyWorld Unifies Video Generation and 3D Geometry for Consistent Virtual Worlds