IP-Adapter
Use an image as a prompt — style and subject transfer for diffusion models.
- Star 数
- 6.7K
- Fork 数
- 435
- 未关闭 Issue
- 301
- 最近提交
- 2024-06-28
数据来自 GitHub API · 更新于 2026-10-15
IP-Adapter 是什么？
IP-Adapter is a lightweight adapter that lets diffusion models take an image prompt alongside the text prompt. It is widely used for style transfer, consistent characters and face-guided generation, and is supported natively in Diffusers, ComfyUI and the WebUIs.
主要功能
- Image prompts for SD1.5 and SDXL
- Face-focused variants (IP-Adapter FaceID)
- Combines with ControlNet and text prompts
系统要求
- 平台
- Windows · macOS · Linux
- 显存
- 6 GB+
- Python
- 3.8+
如何安装 IP-Adapter
根据项目 README 整理。开源项目更新很快，请以 GitHub 页面上的最新说明为准。
Via Diffusers
- 1Install Diffusers.
pip install diffusers transformers accelerate - 2Load the adapter into a pipeline.
pipe.load_ip_adapter("h94/IP-Adapter", subfolder="models", weight_name="ip-adapter_sd15.bin") image = pipe(prompt="best quality", ip_adapter_image=style_image).images[0]
优势
- Small and fast
- Supported almost everywhere
不足
- Research code; most people use it through ComfyUI or Diffusers
IP-Adapter 替代品对比
| 软件 | Star 数 | 许可证 | 平台 | 显存 |
|---|---|---|---|---|
| IP-Adapter Use an image as a prompt — style and subject transfer for diffusion models. | 6.7K | Apache-2.0 | 6 GB+ | |
| InstantID Identity-preserving generation from a single face photo. | 12K | Apache-2.0 | 16 GB+ recommended for the demo | |
| PhotoMaker Customize realistic photos of a person from a few reference images. | 10.1K | Apache-2.0 | 11 GB+ (per README) | |
| ControlNet for SD WebUI ControlNet extension for the A1111 WebUI: pose, depth, edges and more. | 17.8K | GPL-3.0 | 6 GB+ recommended | |
| ComfyUI Node-based interface for diffusion models — images, video and audio. | 137.6K | GPL-3.0 | 4 GB minimum for SD1.5; 12 GB+ recommended for FLUX and video models | |
| Stable Diffusion WebUI (AUTOMATIC1111) The classic browser UI for Stable Diffusion with a massive extension ecosystem. | 165.1K | AGPL-3.0 | 4 GB minimum (with --medvram/--lowvram), 8 GB+ recommended |
相关模型
常见问题
IP-Adapter 免费吗？
是的——IP-Adapter 是开源软件，采用 Apache-2.0 许可证。商用前请确认软件及模型权重的许可条款。
IP-Adapter 支持 Windows、Mac 和 Linux 吗？
IP-Adapter 支持：Windows, macOS, Linux。
运行 IP-Adapter 需要什么配置？
VRAM: 6 GB+
如何安装 IP-Adapter？
1. Install Diffusers. 2. Load the adapter into a pipeline.
IP-Adapter 有哪些好的替代品？
常见替代品包括 InstantID, PhotoMaker, ControlNet for SD WebUI, ComfyUI，详见本页对比表。
可以不安装、在线使用 IP-Adapter 吗？
如果只想要结果，AiLoft 可在浏览器中运行 GPT Image 2.5、Nano Banana Pro 等顶级图像模型，无需显卡和配置。
不想安装？直接在浏览器里生成图片
无需显卡、驱动或 Python。在线使用 GPT Image 2.5 和 Nano Banana Pro，并排对比效果。