WAN2.1 CausVid lora-Accelerated Generation-KJ

Wan21_CausVid_lora is a LoRA adapter for the Wan 2.1 video diffusion backbone, designed for “few-step video generation.” It can produce coherent video sequences with low sampling steps (typically 8–12), enabling lower latency, quick previews, and lightweight deployment.

Key features

- Few-step inference: Delivers usable results in 8–12 steps, significantly reducing generation time.

- Temporal consistency: Focuses on inter-frame coherence and identity preservation; suitable for I2V/T2V scenarios.

- Lightweight integration: Injected as a LoRA adapter without changing the base model architecture, easy to stack into existing workflows.