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README
BSD-3-Clause

yx-image-recognition

写在前面的话

  • 这是一个基于spring boot + maven + opencv 实现的Demo教程项目
  • 贯穿样本处理、模型训练、图像处理、对象检测、对象识别等技术点
  • 以学习交流为目的,代码注释超多,文档也在逐步完善
  • java语言的深度学习项目,在整个开源社区来说都相对较少;拥有完整的训练、检测、识别过程的开源项目更是少之又少!!
  • 本人目前也正在学习图片识别相关技术,代码及文档持续更新中,大牛请绕路

包含功能

  • 蓝、绿、黄车牌检测及车牌号码识别
  • 网上常见的轮廓提取车牌算法JAVA实现
  • hsv色彩分割提取车牌算法JAVA实现
  • harrcascade特征识别算法 JAVA实现
  • 基于svm算法的车牌检测训练JAVA实现
  • 基于ann算法的车牌号码识别训练JAVA实现
  • 人脸检测 接下来将实现人脸识别
  • 图片工具: 目前实现了HSV色彩切割,后续将添加更多使用的图片处理工具,用于辅助算法优化
  • 证件文字识别

相关文档

操作界面

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软件版本

  • jdk 1.8.61+
  • maven 3.0+
  • opencv 4.0.1 [或者:javacpp1.4.4、opencv-platform 4.0.1-1.4.4]
  • tess4j 4.3.1
  • spring boot 2.1.5.RELEASE
  • yx-image-recognition 1.0.0版本

软件架构

  • B/S 架构,前端html + requireJS,后端java
  • 数据库使用 sqlite3.0
  • 接口文档使用swagger 2.0

使用说明

  • 相关图片来源于网络,仅用于交流学习,不得用于商业用途;如有侵权,请联系本人删除
  • 转发请注明出处; 本项目作者:yuxue,一个不资深的java语言从业者
  • 作者gitee地址: https://gitee.com/admin_yu
  • 作者csdn微博地址:https://blog.csdn.net/weixin_42686388

参考文档

BSD 3-Clause License Copyright (c) 2020, yuxue All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

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基于spring boot + maven + opencv 实现的图像深度学习Demo项目,包含车牌识别、人脸识别、证件识别等功能,贯穿样本处理、模型训练、图像处理、对象检测、对象识别等技术点 expand collapse
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