Hunter Shaw

You are already at the latest version Extending Text-to-Image (T2I) generation to Text-Guided Video Stylization (T2GVS) presents significant challenges in temporal consistency, style fidelity, and fine-grained control. Naive frame-by-frame T2I application results in severe flickering. We propose VideoStylist, a novel diffusion model extending a pre-trained T2I U-Net to a four-dimensional architecture for high-quality stylized video generation.

Submitted: 09 January 2026 You are already at the latest version Multimodal misinformation demands robust Cross-modal Entity Consistency (CEC) verification, aligning textual entities with visual depictions. Current large vision-language models (LVLMs) struggle with fine-grained entity verification, especially in complex "contextual mismatch" scenarios, failing to capture intricate relationships or leverage auxiliary information.