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Vidu: A highly consistent, dynamic and skilled text-to-video generator with diffusion models

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AniMatrix: An Anime Video Generation Model that Thinks in Art, Not Physics

cs.CV · 2026-05-05 · unverdicted · novelty 7.0 · 3 refs

AniMatrix generates anime videos by structuring artistic production rules into a controllable taxonomy and training the model to prioritize those rules over physical realism, achieving top scores from professional animators on prompt understanding and artistic motion.

Vidar: Embodied Video Diffusion Model for Generalist Manipulation

cs.LG · 2025-07-17 · unverdicted · novelty 6.0

Vidar shows that a video diffusion prior continuously pre-trained on 750K multi-view robot trajectories plus a label-free masked inverse dynamics adapter can generalize manipulation to new robot embodiments with 1% of typical demonstration data.

AnyPos: Automated Task-Agnostic Actions for Bimanual Manipulation

cs.CV · 2025-07-17 · unverdicted · novelty 6.0

AnyPos automates task-agnostic action collection and inverse-dynamics modeling with arm/end-effector decoupling plus a direction-aware decoder, delivering 51% higher test accuracy and 30-40% better success rates on bimanual tasks.

Wan: Open and Advanced Large-Scale Video Generative Models

cs.CV · 2025-03-26 · unverdicted · novelty 5.0

Wan releases open 1.3B and 14B video diffusion models claiming superior performance over open-source and commercial baselines across multiple tasks with consumer-grade efficiency.

Image-to-Video Diffusion: From Foundations to Open Frontiers

cs.CV · 2026-05-17 · unverdicted · novelty 3.0

A survey that organizes diffusion image-to-video methods into a taxonomy, distills core designs in condition encoding, temporal modeling, noise prior, and upsampling, and discusses applications plus challenges.

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