DiffSynth-Studio/docs/en/Diffusion_Templates/Introducing_Diffusion_Templates.md

# Diffusion Templates

Diffusion Templates is a controllable generation plugin framework for Diffusion models in DiffSynth-Studio, providing additional controllable generation capabilities for base models.

* Open-source code: [DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)
* Technical report: coming soon
* Documentation reference
    * Introduction to Diffusion Templates: [English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Introducing_Diffusion_Templates.html)
    * Detailed Architecture of Diffusion Templates: [English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Understanding_Diffusion_Templates.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Understanding_Diffusion_Templates.html)
    * Template Model Inference: [English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Template_Model_Inference.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Template_Model_Inference.html)
    * Template Model Training: [English Version](https://diffsynth-studio-doc.readthedocs.io/en/latest/Diffusion_Templates/Template_Model_Training.html)、[中文版](https://diffsynth-studio-doc.readthedocs.io/zh-cn/latest/Diffusion_Templates/Template_Model_Training.html)
* Online experience: [ModelScope Studio](https://modelscope.cn/studios/DiffSynth-Studio/Diffusion-Templates)
* Model collection: [ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/KleinBase4B-Templates)、[ModelScope International](https://modelscope.ai/collections/DiffSynth-Studio/KleinBase4B-Templates)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/kleinbase4b-templates)

|Model Name|ModelScope|ModelScope International|HuggingFace|Inference Code|Low VRAM Inference Code|Training Code|Training Validation Code|
|-|-|-|-|-|-|-|-|
|Structure Control|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-ControlNet)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-ControlNet)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-ControlNet)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-ControlNet.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-ControlNet.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-ControlNet.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-ControlNet.py)|
|Brightness Adjustment|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Brightness)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Brightness)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Brightness)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Brightness.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Brightness.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Brightness.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Brightness.py)|
|Color Adjustment|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-SoftRGB)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-SoftRGB)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-SoftRGB)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-SoftRGB.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-SoftRGB.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-SoftRGB.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-SoftRGB.py)|
|Image Editing|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Edit)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Edit)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Edit)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Edit.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Edit.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Edit.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Edit.py)|
|Super-Resolution|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Upscaler)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Upscaler)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Upscaler)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Upscaler.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Upscaler.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Upscaler.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Upscaler.py)|
|Sharpness Enhancement|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Sharpness)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Sharpness)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Sharpness)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Sharpness.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Sharpness.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Sharpness.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Sharpness.py)|
|Aesthetic Alignment|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Aesthetic)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Aesthetic)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Aesthetic)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Aesthetic.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Aesthetic.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Aesthetic.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Aesthetic.py)|
|Local Redrawing|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Inpaint)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Inpaint)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Inpaint)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Inpaint.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Inpaint.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Inpaint.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Inpaint.py)|
|Content Reference|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-ContentRef)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-ContentRef)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-ContentRef)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-ContentRef.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-ContentRef.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-ContentRef.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-ContentRef.py)|
|Age Control|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-Age)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-Age)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-Age)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-Age.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-Age.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-Age.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-Age.py)|
|Panda Meme (Easter Egg Model)|[link](https://modelscope.cn/models/DiffSynth-Studio/Template-KleinBase4B-PandaMeme)|[link](https://modelscope.ai/models/DiffSynth-Studio/Template-KleinBase4B-PandaMeme)|[link](https://huggingface.co/DiffSynth-Studio/Template-KleinBase4B-PandaMeme)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference/Template-KleinBase4B-PandaMeme.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_inference_low_vram/Template-KleinBase4B-PandaMeme.py)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/full/Template-KleinBase4B-PandaMeme.sh)|[code](https://github.com/modelscope/DiffSynth-Studio/blob/main/examples/flux2/model_training/validate_full/Template-KleinBase4B-PandaMeme.py)|

* Dataset: [ModelScope](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[ModelScope International](https://modelscope.cn/collections/DiffSynth-Studio/ImagePulseV2)、[HuggingFace](https://huggingface.co/collections/DiffSynth-Studio/imagepulsev2)

|Dataset Name|ModelScope|ModelScope International|HuggingFace|
|-|-|-|-|
|Text-to-Image|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-TextImage)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-TextImage)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-TextImage)|
|Local Redrawing|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Inpaint)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Inpaint)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Inpaint)|
|Background Replacement|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Background)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Background)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Background)|
|Clothing Replacement|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Clothes)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Clothes)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Clothes)|
|Pose Adjustment|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Pose)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Pose)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Pose)|
|Foreground Modification|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Change)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Change)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Change)|
|Local Addition/Removal|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-AddRemove)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-AddRemove)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-AddRemove)|
|Super-Resolution|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Upscale)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Upscale)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Upscale)|
|Portrait Generation|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-TextImage-Human)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-TextImage-Human)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-TextImage-Human)|
|Random Cropping|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Crop)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Crop)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Crop)|
|Lighting Adjustment|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Light)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Light)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Light)|
|Scene Structure|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Structure)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Structure)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Structure)|
|Facial Expression Editing|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-HumanFace)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-HumanFace)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-HumanFace)|
|View Angle Adjustment|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Angle)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Angle)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Angle)|
|Style Transfer|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Style)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Style)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Style)|
|Multi-Resolution|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-TextImage-MultiResolution)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-TextImage-MultiResolution)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-TextImage-MultiResolution)|
|Multi-Image Merge|[link](https://modelscope.cn/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Merge)|[link](https://modelscope.ai/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Merge)|[link](https://huggingface.co/datasets/DiffSynth-Studio/ImagePulseV2-Edit-Merge)|

## Model Performance Overview

* Super-Resolution + Sharpness Enhancement: Generate ultra-high-resolution images

|Low Resolution Input|High Resolution Output|
|-|-|
|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_lowres_100.jpg)|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_Upscaler_Sharpness.png)|

* Structure Control + Aesthetic Alignment + Sharpness Enhancement: Fully-equipped ControlNet

|Structure Control Image|Output Image|
|-|-|
|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_depth.jpg)|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_Controlnet_Aesthetic_Sharpness.png)|

* Structure Control + Image Editing + Color Adjustment: Artistic Style Creation at Will

|Structure Control Image|Editing Input Image|Output Image|
|-|-|-|
|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_depth.jpg)|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_reference.jpg)|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_Controlnet_Edit_SoftRGB.png)|

* Brightness Control + Image Editing + Local Redrawing: Cross-dimensional Elements in Images

|Reference Image|Redrawing Area|Output Image|
|-|-|-|
|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_reference.jpg)|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_mask_1.jpg)|![](https://modelscope.cn/datasets/DiffSynth-Studio/examples_in_diffsynth/resolve/master/templates/image_Brightness_Edit_Inpaint.png)|