Technical AI analysis and research on video-generation.https://nestfrontier.com/https://nestfrontier.com/one-video-diffusion-model-to-handle-30-different-tasks/https://nestfrontier.com/one-video-diffusion-model-to-handle-30-different-tasks/UniVidX is a unified video diffusion framework from HKUST, Stanford, and Tsinghua, just published at SIGGRAPH 2026. It handles 30 different tasks — matting, normal estimation, relighting, inpainting — from a single pretrained backbone using stochastic condition masking and decoupled gated LoRAs. And it does this training on fewer than 1,000 videos per domain.Tue, 05 May 2026 02:36:46 GMT