Stand-In Framework Unveiled: Turn Any Photo into a Talking Video with 1% Extra Weights

Turn One Photo into a Talking Video: The Complete Stand-In Guide For English readers who want identity-preserving video generation in plain language What You Will Learn Why Stand-In needs only 1 % extra weights yet beats full-model fine-tuning How to create a 5-second, 720 p clip of you speaking—starting from a single selfie How to layer community LoRA styles (Studio Ghibli, cyber-punk, oil-paint, etc.) on the same clip Exact commands, file paths, and error-checklists that work on Linux, Windows, and macOS Road-map for future features that the authors have already promised 1. What Exactly Is Stand-In? Stand-In is a light-weight, …