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#video stylization

DreamStyle: A Unified Framework for Video Stylization

Intermediate
Mengtian Li, Jinshu Chen et al.Jan 6arXiv

DreamStyle is a single video-stylizing model that can follow text, copy a style image, or continue from a stylized first frame—without switching tools.

#video stylization#image-to-video (I2V)#token-specific LoRA

EasyV2V: A High-quality Instruction-based Video Editing Framework

Intermediate
Jinjie Mai, Chaoyang Wang et al.Dec 18arXiv

EasyV2V is a simple but powerful system that edits videos by following plain-language instructions like “make the shirt blue starting at 2 seconds.”

#instruction-based video editing#spatiotemporal mask#text-to-video fine-tuning