Abstract: Variational Autoencoder (VAE) aims to compress pixel data into low-dimensional latent space, playing an important role in OpenAI’s Sora and other latent video diffusion generation models.

Abstract: Video understanding tasks have traditionally been modeled by two separate architectures, specially tailored for two distinct tasks. Sequence-based video tasks, such as action recognition, ...

Text-to-Video, Image-to-Video, Start-End Frames, Video Completion, Video Extension, Video Transition, and more.... Below are some showcases for Pusa-Wan2.2-V1. Please refer to Pusa V1.0 README for ...

Forbes contributors publish independent expert analyses and insights. Technology journalist specializing in audio, computing and Apple Macs.

The FSD system does many things well, but identifying road debris isn’t one of them. But the tech remains susceptible to unpredictable hazards that could be avoided if a human were fully in control.

The Tesla Model 3 just got a serious style upgrade. With the addition of a sleek new body kit, this electric favorite now blends futuristic performance with a more aggressive, head-turning design.

U.S. tech giants are facing a reckoning from the East. Even as Nvidia pledged today to invest a staggering $100 billion into its own customer OpenAI's data centers — a move that raised eyebrows across ...

Ray3 has multimodal reasoning abilities, according to Luma AI. AI developers are pushing video models onto creative industries. Some tools are positioned as automated creative partners. Just a few ...

Adobe Firefly now includes Luma AI's new Ray3 video model. It generates 10-second clips and is designed to understand intelligent scene planning. Adobe is bringing Luma AI's new Ray3 AI video model to ...

Silicon Valley startup Luma AI has launched Ray3, which it says is the first video model with the ability to reason. Adobe and major ad firms and creative agencies Monks UK, Galeria, and Strawberry ...

Ray3, the companies hope, can become a staple to rival Google By Steven Zeitchik Senior Editor, Technology and Politics Starting today, the AI video company is making Ray3 available to customers of ...