【资源说明】 1、基于Python+yolo的机器学习应用,针对监控视频完成行人轨迹搜索项目源码+说明.zip 2、该资源包括项目的全部源码,下载可以直接使用! 3、本项目适合作为计算机、数学、电子信息等专业的课程设计、期末大作业和毕设项目,作为参考资料学习借鉴。 4、本资源作为“参考资料”如果需要实现其他功能,需要能看懂代码,并且热爱钻研,自行调试。 基于Python+yolo的机器学习应用,针对监控视频完成行人轨迹搜索项目源码+说明.zip 基于Python的机器学习应用,针对监控视频完成行人轨迹搜索。通过一张目标图像,能自动从大量视频中搜索出包含目标的视频片段,并标记目标。 ## 运行环境 ``` Python 3.6.2 TensorFlow-GPU 1.6.0 opencv-python numpy 1.18.1 keras 2.2.0 scikit-learn pillow ``` 额外依赖项下载(模型文件上传到百度云,读者也可根据后续教程自己获得): ``` 文件名:yolo.h5 目标文件夹:search_from_videos\edg_code\model_data\ 链接:https://pan.baidu.com/s/1_oCYDz3Gpcn-WEr6qcqtsA 提取码:yimi 文件名:yolov3.weights 目标文件夹:search_from_videos\edg_code\ 链接:https://pan.baidu.com/s/1mNMwqp_R2-0G586hG9nmSA 提取码:zkvu ``` ## 适用平台 笔者在Windows 10上基于Visual Stdio Code开发,但并不代表此项目存在平台限制 ## 项目算法简述 预处理过程(edg_code),图见edg_algorithm_structure.png ``` 1. 基于三帧差分法,结合阈值法,对数据量庞大的监控视频文件进行预处理,去除其中的无意义部分(无行人出现),分割视频得到大量的视频片段。 2. 对每个视频片段基于YOLO算法,进行行人识别 [此处算法以及模型来源详见引用] 3. 结合YOLO和Deep Sort进行行人轨迹追踪 [此处算法以及模型来源详见引用] 4. 基于Caffe算法对行人人脸进行识别并评分,缓存评分较高的人脸(存在最大数量限制) 5. 基于EigenFace/LBPHFace, 对前面缓存的人脸建立模型文件 6. 将行人轨迹缓存结果与人脸模型文件关联,即预处理结果 ``` 搜索过程(client),图见client_algorithm_structure.png ``` 1. 对输入图片基于caffe算法截取人脸部分 2. 基于EigenFace/LBPHFace, 将目标人脸与预处理得到的人脸模型比对,得到置信度 3. 通过对置信度排序,并截取适当比例的结果,作为搜索结果输出 ``` ## 运行说明 #### code for edg(执行过程耗时) 下面的main.py统一指代为 search_from_videos/edg_code/main.py ``` # 将待处理的单个/多个视频文件(支持mp4)放入main.py中row_path指定的目录中 python main.py # 根据环境自动修正设置 # 程序将自动在main.py中video_path和save_path指定路径生成处理参数 ``` #### code for client(运行过程快速) 下面的main.py统一指代为 search_from_videos/client/main.py ``` # 在main.py中image_path指定待搜索的目标人物的照片 # main.py中的pre_dict和result_dict指向为edg_code生成的对应目录video_path和save_path python main.py # 根据环境自动修正设置 # 程序会自动在main.py中search_result_path指定路径生成搜索结果 ``` ## 修改方向 本项目仅为原型机,尚未提供可视化调用接口。可以考虑采用B/S架构,将其升级为真实可用的saas应用 ## 引用 ``` YOLO算法: Redmon J , Divvala S , Girshick R , et al. You Only Look Once: Unified, Real Time Object Detection[C].The IEEE Conference on Computer Vision and Pattern Recognition (CVPR).2016 ,01.
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