#text-to-video

'A week of hands-on testing shows which AI explainer video tools actually turn a script into a publishable clip and what to watch for when you scale.'

'Learn how to create scroll-stopping social videos with no editing skills using top AI generators, templates, and a simple publish workflow'

'Funy.ai is a no-signup playground for fast, playful AI visuals — excellent for quick social content and experimentation.'

'DeeVid.ai makes quick, stylish AI videos accessible with a clean UI and fast renders; great for short social clips though limited for feature-length or hyper-real output.'

Samsung Research developed ANSE, a novel framework that uses attention-based uncertainty estimation to improve noise seed selection in text-to-video diffusion models, boosting video quality and semantic consistency with minimal computational overhead.

DanceGRPO introduces a unified reinforcement learning framework that enhances visual generation across multiple paradigms and tasks, significantly improving visual quality and alignment with human preferences.

A new method allows rewriting blocked prompts in text-to-video systems to bypass safety filters without changing meaning, revealing weaknesses in current AI content safeguards.