# lixin-detect

**Repository Path**: timor007/lixin-detect

## Basic Information

- **Project Name**: lixin-detect
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2025-07-30
- **Last Updated**: 2025-07-30

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 项目介绍

该项目是一个基于python的目标检测项目，使用的是yolov11模型。

## 项目结构

## 项目依赖

python version = 3.12.10

## 项目运行

### 模型训练

需要使用yolov11模型进行训练，训练数据需要标注好。

```bash
python train_lixin.py
```


### web项目配置与运行

项目配置，需要修改web-app-new.py文件，注册训练好的模型，参考代码如下：

```python
# 初始化模型服务
model_service = ModelService()
# 四种缺陷一起检测
model_service.register_model("lixin-front", YOLOModelWrapper(model_path="runs/detect/train4/weights/best.onnx", preprocessor=YOLOPreprocessor(target_width=1280, target_height=1024), postprocessor=YOLOPostprocessorWithClass()))

# 四种缺陷分开单独检测(单独的模型)
mutilate_model_wrapper = MutilateModelWrapper(model_configs={}, preprocessor=YOLOPreprocessor(target_width=1280, target_height=1024))
# 起泡
mutilate_model_wrapper.addModels("bubble", YOLOModelWrapper(model_path="runs/detect/train1/weights/best.onnx", preprocessor=YOLOPreprocessor(target_width=1280, target_height=1024)), ["缺角"])
# 缺角
mutilate_model_wrapper.addModels("chipping", YOLOModelWrapper(model_path="runs/detect/train2/weights/best.onnx", preprocessor=YOLOPreprocessor(target_width=1280, target_height=1024)), ["缺角"])
# 裂缝
mutilate_model_wrapper.addModels("crack", YOLOModelWrapper(model_path="runs/detect/train3/weights/best.onnx", preprocessor=YOLOPreprocessor(target_width=1280, target_height=1024)), ["缺角"])
# 砂眼
mutilate_model_wrapper.addModels("pit", YOLOModelWrapper(model_path="runs/detect/train4/weights/best.onnx", preprocessor=YOLOPreprocessor(target_width=1280, target_height=1024)), ["缺角"])
model_service.register_model("lixin-front-new", mutilate_model_wrapper)
```

运行项目：

```bash
python web-app-new.py
```

### 项目测试

浏览器访问：http://localhost:5000/


## 项目截图

![Detection Results](webapp/defect.xpman.local_lixin-detect.html.png)


## 其他

暂无