https://github.com/liuyueyi/autormbg

auto remove image backgound service by SpringBoot3+ JDK17+ AI
https://github.com/liuyueyi/autormbg

ai image-to-image java jdk17 python remove-background rmbg springboot springboot3-x

Last synced: 2 months ago
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auto remove image backgound service by SpringBoot3+ JDK17+ AI

• Host: GitHub
• URL: https://github.com/liuyueyi/autormbg
• Owner: liuyueyi
• Created: 2024-02-22T08:25:54.000Z (11 months ago)
• Default Branch: main
• Last Pushed: 2024-03-22T08:32:14.000Z (10 months ago)
• Last Synced: 2024-10-10T13:14:38.535Z (3 months ago)
• Topics: ai, image-to-image, java, jdk17, python, remove-background, rmbg, springboot, springboot3-x
• Language: Python
• Homepage: https://liuyueyi.github.io/autoRMBG/
• Size: 3.6 MB
• Stars: 9
• Watchers: 3
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# autoRMBG

基于SpringBoot3.2.2 + jdk17 + Thymeleaf + WebClient + briaai/RMBG-1.4 实现的基于AI的自动抠图服务

## 系列教程

- [x] [从0到1实现一个自动抠图服务](./docs/md/从0到1实现一个自动抠图服务.md)

- [x] [基于webflux的web抠图服务](./docs/md/基于webflux的web抠图服务.md)

## 启动方式

### 技术栈

自动抠图服务，目前主要依赖两套技术栈，分别是基于python的AI模型执行过程与基于Java的WEB应用

**JAVA后端技术栈**: `JDK17` + `Maven` + `SpringBoot3.2.2`

基础组件：

|技术 | 说明 | 官网 |

|:----:| -------| ----------|

| Spring & SpringMVC & WebFlux | Java全栈应用程序框架和WEB容器实现 | [https://spring.io/](https://spring.io/) |

| SpringBoot| Spring应用集成开发框架 | [https://spring.io/projects/spring-boot](https://spring.io/projects/spring-boot) |

| https | 证书 | [https://letsencrypt.org/](https://letsencrypt.org/) |

| lombok | Java语言增强库  | [https://projectlombok.org](https://projectlombok.org)|

| guava | google开源的java工具集 | [https://github.com/google/guava](https://github.com/google/guava)|

| thymeleaf | html5模板引擎  | [https://www.thymeleaf.org](https://www.thymeleaf.org)|

| jackson | json/xml处理 | [https://www.jackson.com](https://www.jackson.com)|

| bootstrap-fileinput | 图片上传控件  | [https://github.com/kartik-v/bootstrap-fileinput](https://github.com/kartik-v/bootstrap-fileinput)|

| base-plugin | 文件处理| [https://github.com/liuyueyi/quick-media](https://github.com/liuyueyi/quick-media) |

**Python技术栈**: `python3.11` + `torch` + `fastapi`

基础组件:

| 技术 | 说明 | 官网 | 

|:----:| -------| ----------|

| torch | 深度学习框架 | [PyTorch](https://pytorch.org/) |

| Pillow | 图像操作 | [pillow · PyPI](https://pypi.org/project/pillow/) |

| NumPy | 科学计算基础包 | [NumPy -](https://numpy.org/) |

| huggingface_hub | huggingface模型包管理工具 | [Hugging Face – The AI community building the future.](https://huggingface.co/) |

| fastAPI | web框架 | [FastAPI](https://fastapi.tiangolo.com/) |

### 环境依赖

- python3.11

- jdk17

- maven3.6+

### 环境配置

1. brain提供的自动抠图AI初始化

[rmbg-ai服务安装](rmbg-ai/README.md)

2. jdk相关环境初始化

- 安装jdk，maven

- idea 加载项目，编译

### 启动服务

首先进入 rmbg-ai 启动服务

```bash

# mac/linux 环境

rmbg-ai/venv/bin/python rmbg-ai/main.py

# win 环境

.\rmbg-ai\venv\Scripts\python.exe .\rmbg-ai\main.py

```

![ai启动](./docs/image/ai_start.jpg)

接着启动SpringBoot应用

![Spring应用启动](./docs/image/spring_start.jpg)

浏览器打开: [http://localhost:8080/](http://localhost:8080/)

实际体验效果如下：

![](./docs/image/show_case.gif)