Kolors IP Adapter Plus
by Kwai-Kolors
Open source · 11k downloads · 118 likes
2.6
(118 reviews)ImageAPI & LocalAbout
Kolors IP Adapter Plus is an AI model specialized in generating images from text descriptions while incorporating visual reference elements. It stands out for its enhanced image extractor, based on the Openai-CLIP-336 model, which preserves more details from the input images. Thanks to a larger and higher-quality training dataset, it produces results that are both more diverse and more faithful to the text and reference image. The model excels particularly in semantic fidelity, meaning its ability to retain the essential visual characteristics of the source images. It is ideal for creative applications such as image retouching, generating stylistic variations, or integrating specific elements into new compositions.
Documentation
Kolors-IP-Adapter-Plus weights and inference code
📖 Introduction
We provide IP-Adapter-Plus weights and inference code based on Kolors-Basemodel. Examples of Kolors-IP-Adapter-Plus results are as follows:
Our improvements
- A stronger image feature extractor. We employ the Openai-CLIP-336 model as the image encoder, which allows us to preserve more details in the reference images
- More diverse and high-quality training data: We construct a large-scale and high-quality training dataset inspired by the data strategies of other works. We believe that paired training data can effectively improve performance.
📊 Evaluation
For evaluation, we create a test set consisting of over 200 reference images and text prompts. We invite several image experts to provide fair ratings for the generated results of different models. The experts rate the generated images based on four criteria: visual appeal, text faithfulness, image faithfulness, and overall satisfaction. Image faithfulness measures the semantic preservation ability of IP-Adapter on reference images, while the other criteria follow the evaluation standards of BaseModel. The specific results are summarized in the table below, where Kolors-IP-Adapter-Plus achieves the highest overall satisfaction score.
| Model | Average Overall Satisfaction | Average Image Faithfulness | Average Visual Appeal | Average Text Faithfulness |
|---|---|---|---|---|
| SDXL-IP-Adapter-Plus | 2.29 | 2.64 | 3.22 | 4.02 |
| Midjourney-v6-CW | 2.79 | 3.0 | 3.92 | 4.35 |
| Kolors-IP-Adapter-Plus | 3.04 | 3.25 | 4.45 | 4.30 |
The ip_scale parameter is set to 0.3 in SDXL-IP-Adapter-Plus, while Midjourney-v6-CW utilizes the default cw scale.
Kolors-IP-Adapter-Plus employs chinese prompts, while other methods use english prompts.
🛠️ Usage
Requirements
The dependencies and installation are basically the same as the Kolors-BaseModel.
- Repository Cloning and Dependency Installation
Bash
apt-get install git-lfs
git clone https://github.com/Kwai-Kolors/Kolors
cd Kolors
conda create --name kolors python=3.8
conda activate kolors
pip install -r requirements.txt
python3 setup.py install
- Weights download link：
Bash
huggingface-cli download --resume-download Kwai-Kolors/Kolors-IP-Adapter-Plus --local-dir weights/Kolors-IP-Adapter-Plus
or
Bash
git lfs clone https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus weights/Kolors-IP-Adapter-Plus
- Inference：
Bash
python ipadapter/sample_ipadapter_plus.py ./ipadapter/https://raw.githubusercontent.com/junqiangwu/Kolors/master/ipadapter/asset/test_ip.jpg "穿着黑色T恤衫，上面中文绿色大字写着“可图”"
python ipadapter/sample_ipadapter_plus.py ./ipadapter/https://raw.githubusercontent.com/junqiangwu/Kolors/master/ipadapter/asset/test_ip2.png "一只可爱的小狗在奔跑"
# The image will be saved to "scripts/outputs/"
Note
The IP-Adapter-FaceID model based on Kolors will also be released soon!
Acknowledgments
- Thanks to IP-Adapter for providing the codebase.
Capabilities & Tags
diffusersKolorstext-to-imagestable-diffusionen
Links & Resources