Unlock Next-Level Animation: First-Frame Controlled Video Generation Pipeline
Unlock Professional-Grade Video Generation with Our First-Frame Controlled Animation Pipeline - Discover how to create stunning 17-frame MP4 videos with preserved motion dynamics and customize your animation style with ease!
Workflow Overview
Unlock Professional-Grade Video Generation with Our First-Frame Controlled Animation Pipeline - Discover how to create stunning 17-frame MP4 videos with preserved motion dynamics and customize your animation style with ease!
Content type: Workflow
Primary intent: Download
Required Models
- Wan2.1
Setup Notes
- Install the required models before opening the workflow template.
- Recommended hardware: Low VRAM (≤8GB).
1. Workflow Purpose

This is a professional-grade video generation pipeline specializing in first-frame controlled animation. Key features:
Multi-control support: Depth/Pose/Lineart conditions
Trained on 81-frame sequences @16fps
Native resolution support: 512/768/1024px
2. Technical Highlights
Model Architecture:
Base:
Wan2.1-Fun-1.3Bwith skip-layer guidanceText encoder:
umt5_xxlfor multilingual support
Critical Nodes:
WanVideoEnhanceAVideoKJ: Motion refinement (weight=0.2)LayerUtility: ImageScaleByAspectRatio V2: Auto-resize to 768pxVHS_VideoCombine: H.264 output with metadata
3. Node Connections
Main Data Flow:LoadVideo → Preprocessors → WanFunControl → KSampler → VAEDecode → VideoCombine
4. Performance Tips
🔥 Hardware Recommendations:
≥16GB VRAM for 1024px generation
Enable
fp8_e4m3fnprecisionUse
--medvramif memory limited
5. Customization Guide
To change animation style:
Replace first-frame image in
LoadImagenodeModify prompt in
CLIPTextEncode:(text)"A Chinese ancient man practicing martial arts in ink painting style"Adjust control weight in
WanVideoTeaCacheKJ
6. Expected Output
Sample Result Characteristics:
17-frame MP4 video @30fps
832x480 resolution by default
Preserves original motion dynamics