| --- |
| license: apache-2.0 |
| language: |
| - en |
| base_model: |
| - Wan-AI/Wan2.1-I2V-14B-480P |
| - Wan-AI/Wan2.1-I2V-14B-480P-Diffusers |
| pipeline_tag: image-to-video |
| tags: |
| - text-to-image |
| - lora |
| - diffusers |
| - template:diffusion-lora |
| - image-to-video |
| widget: |
| - text: >- |
| The video opens with a man. As the video progresses, the man begins to |
| d3d1at3 deflate it, gradually shrinking and losing shape, eventually |
| flattening completely into a lifeless, deflated mass on the ground. |
| output: |
| url: example_videos/man_deflate.mp4 |
| - text: >- |
| The video opens with a lamp. As the video progresses, the lamp begins to |
| d3d1at3 deflate it, gradually shrinking and losing shape, eventually |
| flattening completely into a lifeless, deflated mass on the ground. |
| output: |
| url: example_videos/lamp_deflate.mp4 |
| - text: >- |
| The video opens with a balloon. As the video progresses, the balloon begins |
| to d3d1at3 deflate it, gradually shrinking and losing shape, eventually |
| flattening completely into a lifeless, deflated mass on the ground. |
| output: |
| url: example_videos/balloon_deflate.mp4 |
| - text: >- |
| The video opens with a cat. As the video progresses, the cat begins to |
| d3d1at3 deflate it, gradually shrinking and losing shape, eventually |
| flattening completely into a lifeless, deflated mass on the ground. |
| output: |
| url: example_videos/cat_deflate.mp4 |
| --- |
| |
| <div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;"> |
| <h1 style="color: #24292e; margin-top: 0;">Deflate Effect LoRA for Wan2.1 14B I2V 480p</h1> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Overview</h2> |
| <p>This LoRA is trained on the Wan2.1 14B I2V 480p model and allows you to deflate any object in an image. The effect works on a wide variety of objects, from animals to vehicles to people!</p> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Features</h2> |
| <ul style="margin-bottom: 0;"> |
| <li>Transform any image into a video of it being deflated</li> |
| <li>Trained on the Wan2.1 14B 480p I2V base model</li> |
| <li>Consistent results across different object types</li> |
| <li>Simple prompt structure that's easy to adapt</li> |
| </ul> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Community</h2> |
| <ul style="margin-bottom: 0;"> |
| <li><b>Discord:</b> <a href="https://discord.com/invite/7tsKMCbNFC" style="color: #0366d6; text-decoration: none;">Join our community</a> to generate videos with this LoRA for free</li> |
| <li><b>Request LoRAs:</b> We're training and open-sourcing Wan2.1 LoRAs for free - join our Discord to make requests!</li> |
| </ul> |
| </div> |
| </div> |
| |
| <Gallery /> |
|
|
|
|
| # Model File and Inference Workflow |
|
|
| ## 📥 Download Links: |
|
|
| - [deflate_20_epochs.safetensors](./deflate_20_epochs.safetensors) - LoRA Model File |
| - [wan_img2vid_lora_workflow.json](./workflow/wan_img2vid_lora_workflow.json) - Wan I2V with LoRA Workflow for ComfyUI |
|
|
| --- |
| <div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;"> |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Recommended Settings</h2> |
| <ul style="margin-bottom: 0;"> |
| <li><b>LoRA Strength:</b> 1.0</li> |
| <li><b>Embedded Guidance Scale:</b> 6.0</li> |
| <li><b>Flow Shift:</b> 5.0</li> |
| </ul> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Trigger Words</h2> |
| <p>The key trigger phrase is: <code style="background-color: #f0f0f0; padding: 3px 6px; border-radius: 4px;"> d3d1at3 deflate it</code></p> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Prompt Template</h2> |
| <p>For best results, use this prompt structure:</p> |
| <div style="background-color: #f0f0f0; padding: 12px; border-radius: 6px; margin: 10px 0;"> |
| <i>The video opens with a [object]. As the video progresses, the [object] begins to d3d1at3 deflate it, gradually shrinking and losing shape, eventually flattening completely into a lifeless, deflated mass on the ground.</i> |
| </div> |
| <p>Simply replace <code style="background-color: #f0f0f0; padding: 3px 6px; border-radius: 4px;">[object]</code> with whatever you want to see deflated!</p> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">ComfyUI Workflow</h2> |
| <p>This LoRA works with a modified version of <a href="https://github.com/kijai/ComfyUI-WanVideoWrapper/blob/main/example_workflows/wanvideo_480p_I2V_example_02.json" style="color: #0366d6; text-decoration: none;">Kijai's Wan Video Wrapper workflow</a>. The main modification is adding a Wan LoRA node connected to the base model.</p> |
| <img src="./workflow/workflow_screenshot.png" style="width: 100%; border-radius: 8px; margin: 15px 0; box-shadow: 0 4px 8px rgba(0,0,0,0.1);"> |
| <p>See the Downloads section above for the modified workflow.</p> |
| </div> |
| </div> |
| |
| <div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;"> |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Model Information</h2> |
| <p>The model weights are available in Safetensors format. See the Downloads section above.</p> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Training Details</h2> |
| <ul style="margin-bottom: 0;"> |
| <li><b>Base Model:</b> Wan2.1 14B I2V 480p</li> |
| <li><b>Training Data:</b> Trained on 1.5 minutes of video comprised of 20 short clips (each clip captioned separately) of things being deflated</li> |
| <li><b>Epochs:</b> 20</li> |
| </ul> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Additional Information</h2> |
| <p>Training was done using <a href="https://github.com/tdrussell/diffusion-pipe" style="color: #0366d6; text-decoration: none;">Diffusion Pipe for Training</a></p> |
| </div> |
| |
| <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);"> |
| <h2 style="color: #24292e; margin-top: 0;">Acknowledgments</h2> |
| <p style="margin-bottom: 0;">Special thanks to Kijai for the ComfyUI Wan Video Wrapper and tdrussell for the training scripts!</p> |
| </div> |
| </div> |
