metadata

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 shows a man looking forward. Slowly, the h01k green hulk
      transformation begins. His muscles start to swell, veins bulge beneath his
      skin, and his face tightens with strain. His skin gradually shifts to
      green as his body continues to grow. His clothes begin to tear apart under
      the pressure. The transformation completes as the Hulk emerges, standing
      tall and roaring.
    output:
      url: example_videos/1.mp4
  - text: >-
      The video shows a small puppy standing on a concrete surface, looking
      upward. Slowly, the h01k green hulk transformation begins. The puppy’s
      body expands, paws grow massive, and its fur gradually shifts to a deep
      green. Its stance widens as the transformation continues, and the ground
      beneath begins to crack slightly. The puppy finishes fully transformed
      into a powerful, green hulking figure, while still holding its playful
      pose.
    output:
      url: example_videos/2.mp4
  - text: >-
      The video shows a man looking forward. Slowly, the h01k green hulk
      transformation begins. His muscles start to swell, veins bulge beneath his
      skin, and his face tightens with strain. His skin gradually shifts to
      green as his body continues to grow. His clothes begin to tear apart under
      the pressure. The transformation completes as the Hulk emerges, standing
      tall and roaring.
    output:
      url: example_videos/3.mp4
  - text: >-
      The video shows an Asian man looking forward. Slowly, the h01k green hulk
      transformation begins. His muscles start to swell, veins bulge beneath his
      skin, and his face tightens with strain. His skin gradually shifts to
      green as his body continues to grow. His clothes begin to tear apart under
      the pressure. The transformation completes as the Hulk emerges, standing
      tall and roaring.
    output:
      url: example_videos/4.mp4

Hulk Transformation LoRA for Wan2.1 14B I2V 480p

Overview

This LoRA is trained on the Wan2.1 14B I2V 480p model and allows you to apply a Hulk transformation on any image subject!

Features

Trained on the Wan2.1 14B 480p I2V base model
Consistent results across different object types
Simple prompt structure that's easy to adapt

Community

Discord: Join our community to generate videos with this LoRA for free
Request LoRAs: We're training and open-sourcing Wan2.1 LoRAs for free - join our Discord to make requests!

Prompt: The video shows a man looking forward. Slowly, the h01k green hulk transformation begins. His muscles start to swell, veins bulge beneath his skin, and his face tightens with strain. His skin gradually shifts to green as his body continues to grow. His clothes begin to tear apart under the pressure. The transformation completes as the Hulk emerges, standing tall and roaring.

Prompt: The video shows a small puppy standing on a concrete surface, looking upward. Slowly, the h01k green hulk transformation begins. The puppy’s body expands, paws grow massive, and its fur gradually shifts to a deep green. Its stance widens as the transformation continues, and the ground beneath begins to crack slightly. The puppy finishes fully transformed into a powerful, green hulking figure, while still holding its playful pose.

Prompt: The video shows a man looking forward. Slowly, the h01k green hulk transformation begins. His muscles start to swell, veins bulge beneath his skin, and his face tightens with strain. His skin gradually shifts to green as his body continues to grow. His clothes begin to tear apart under the pressure. The transformation completes as the Hulk emerges, standing tall and roaring.

Prompt: The video shows an Asian man looking forward. Slowly, the h01k green hulk transformation begins. His muscles start to swell, veins bulge beneath his skin, and his face tightens with strain. His skin gradually shifts to green as his body continues to grow. His clothes begin to tear apart under the pressure. The transformation completes as the Hulk emerges, standing tall and roaring.

Model File and Inference Workflow

📥 Download Links:

hulk_35_epochs.safetensors - LoRA Model File
wan_img2vid_lora_workflow.json - Wan I2V with LoRA Workflow for ComfyUI

Recommended Settings

LoRA Strength: 1.0
Embedded Guidance Scale: 6.0
Flow Shift: 5.0

Trigger Words

The key trigger phrase is: h01k green hulk transformation

Prompt Template

For prompting, check out the example prompts; this way of prompting seems to work very well.

ComfyUI Workflow

This LoRA works with a modified version of Kijai's Wan Video Wrapper workflow. The main modification is adding a Wan LoRA node connected to the base model.

See the Downloads section above for the modified workflow.

Model Information

The model weights are available in Safetensors format. See the Downloads section above.

Training Details

Base Model: Wan2.1 14B I2V 480p
Training Data: Trained on 40 seconds of video comprised of 8 short clips (each clip captioned separately) of various Hulk transformations
Epochs: 35

Additional Information

Training was done using Diffusion Pipe for Training

Acknowledgments

Special thanks to Kijai for the ComfyUI Wan Video Wrapper and tdrussell for the training scripts!