<span style="background-color:rgb(41, 42, 45);color:rgb(248, 250, 255);font-family:quote-cjk-patch, Inter, system-ui, -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, &quot;Noto Sans&quot;, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, Oxygen, &quot;Open Sans&quot;, sans-serif;font-size:16.002px">Unlock the power of 14B-style animation control on the 5B model! This workflow uses a custom node to perform First-Last-Frame conditioning, letting you guide the video's start and end point with precision.Breakthrough Accessibility: This workflow brings a flagship feature from the demanding WAN2.2 14B model to the efficient and popular 5B variant. By leveraging the powerful <code>Wan22FirstLastFrameToVideoLatent</code> custom node, you can now define both the starting frame AND the ending frame of your generated video, giving you unprecedented control over the animation's narrative arc.🎯 Precision-Guided Video Generation:<ul><li>First-Last-Frame (FLF) Conditioning: The core innovation. You provide two images:<ol><li>Start Image: The first frame of your video.</li><li>End Image: The desired final frame. The model then generates a coherent video that smoothly transitions between these two defined points.</li></ol></li><li>Unmatched Creative Control: This is far more powerful than standard image-to-video. Want a flower to bloom? A character to turn and smile? An object to transform? Define the start and end states, and let the AI handle the complex in-between motion.</li><li>Perfect for the 5B Model: Enjoy this advanced capability without the massive VRAM requirements of the 14B model. This makes high-control animation accessible to a much wider audience.</li><li>Simple &amp; Efficient: The workflow is clean, focused, and designed for simplicity. Load your two images, set your prompt, and generate. It's perfect for both experimentation and production.</li></ul>⚙️ How It Works:<ol><li>Input: You load two key images: the initial state and the target state.</li><li>Encoding: The custom node <code>Wan22FirstLastFrameToVideoLatent</code> encodes both images into the model's latent space alongside your text prompt.</li><li>Generation: The KSampler uses this combined information to generate a video latent that respects both the starting condition and the desired outcome.</li><li>Output: Decode the latent into a video file that seamlessly animates from your first frame to your last.</li></ol>✨ Key Features:<ul><li>Custom Node Power: Utilizes <code>stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent</code> to enable this advanced feature.</li><li>Full 5B Compatibility: Works with <code>wan2.2_ti2v_5B_fp16.safetensors</code> and standard WAN components (<code>umt5</code> CLIP, <code>wan2.2_vae</code>).</li><li>Complete Pipeline: Includes everything from model loading to final MP4 video output with the Video Helper Suite node.</li><li>Flexible: The note node reminds you that you can use full GPU models if you have the VRAM, making it adaptable to different hardware setups.</li></ul>🎨 Ideal For:<ul><li>Storyboarding: Plan and visualize scenes with exact beginning and ending frames.</li><li>Controlled Transformations: Create precise morphing, growth, rotation, or state-change animations.</li><li>Artistic Exploration: Experiment with having the AI solve the "how" of getting from point A to point B.</li><li>Users who want the creative control of the 14B model but need the practicality of the 5B model.</li></ul>⚠️ Requirements:<ul><li>Custom Node: You must install the <code>Wan22FirstLastFrameToVideoLatent</code> node from its repository (e.g., <code>stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent</code>).</li><li>Standard WAN Dependencies: The usual suspects: <code>ComfyUI-VideoHelperSuite</code>, and the required WAN2.2 5B model files.</li></ul>This workflow is a game-changer for WAN2.2 5B users. It dramatically expands the creative possibilities of the model, moving it from a simple text-to-video tool to a powerful keyframe-based animation system.Stop just generating videos. Start directing them. Download the workflow and define your story's beginning and end.

WAN2.2 5B - First-Last-Frame to Video (FLF2V)

Updated workflow and now using <a target="_blank" rel="ugc" href="https://huggingface.co/QuantStack/Wan2.2-Fun-5B-InP-GGUF/tree/main">Wan2.2-Fun-5B-InP-GGUF </a>instead of the regular Wan2.2_ti2v_5B model.

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