| title: WAN 2.2 3-Step V2V Pipeline | |
| emoji: 🎬 | |
| colorFrom: purple | |
| colorTo: blue | |
| sdk: gradio | |
| sdk_version: 5.44.1 | |
| python_version: "3.10" | |
| app_file: app.py | |
| pinned: false | |
| short_description: I2V + T2V + 3-Step V2V (SAM2 → Composite → VACE) | |
| models: | |
| - facebook/sam2.1-hiera-large | |
| - google/umt5-xxl | |
| - Kijai/WanVideo_comfy | |
| - linoyts/Wan2.2-T2V-A14B-Diffusers-BF16 | |
| - lkzd7/WAN2.2_LoraSet_NSFW | |
| - r3gm/RIFE | |
| - TestOrganizationPleaseIgnore/WAMU_v2_WAN2.2_I2V_LIGHTNING | |
| - Wan-AI/Wan2.1-VACE-14B-diffusers | |
| - Wan-AI/Wan2.2-T2V-A14B-Diffusers | |
| - zerogpu-aoti/Wan2 | |
| # WAN 2.2 Multi-Task Video Generation | |
| ## Features | |
| - **I2V**: Image-to-Video (Lightning 14B, 6-step, FP8+AoT) | |
| - **T2V**: Text-to-Video (Lightning 14B, 4-step, Lightning LoRA) | |
| - **V2V**: 3-Step Video-to-Video Pipeline | |
| 1. **SAM2 Segmentation**: Click points on first frame → auto-track through video → mask video | |
| 2. **Composite + GrowMask**: Original + mask → expanded mask + composite video (automatic) | |
| 3. **VACE Generation**: Composite + grown mask + reference image + prompt → final video | |
| ## V2V Workflow | |
| Based on ComfyUI workflows: `sam_optimized`, `sam2.1_optimized`, `vace_optimized` | |