📖 Introduction
EchoStyle is a high-fidelity video stylization framework built on the Wan2.2 video generation model. It fine-tunes the Wan2.2 14B DiT model using LoRA adapters trained with a novel reverse data synthesis pipeline, enabling faithful style transfer across diverse artistic styles — Ghibli, anime, ink wash, oil painting, ukiyo-e, Disney 3D, and more.
Key Features
- 🎨 Multi-style video transfer — supports 6+ artistic styles with a single framework
- 🔄 Dual-LoRA architecture — separate LoRA models for high-noise (t=900-1000) and low-noise (t=0-900) timestep ranges, yielding better detail preservation
- ⚡ Lightning inference — compatible with LightX2V distilled checkpoints for 10-step generation
- 🖥️ Scalable training — auto-adapts to multi-node multi-GPU clusters via FSDP + Ulysses sequence parallelism
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