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wechat_jump_tensorflow's Introduction

深度学习 - 微信跳一跳

2018.01.05更新

标注数据增加到1200张图片,并且用更准的faster_rcnn_inception_v2_coco模型重新训练了一遍

项目介绍

知乎文章:https://zhuanlan.zhihu.com/p/32553763

感谢Chao奋逗逗对于标注数据做出的贡献

所需环境

文件介绍

simple目录中的simple.py使用OpenCV2检测棋子和目标块的位置,简单粗暴,simple_ios.py是对应的IOS版本

simple检测结果

tensorflow目录包括以下文件:

  • wechat_jump_label_map.pbtxt:物体类别映射文件;
  • utils:提供辅助功能的文件;
  • frozen_inference_graph_frcnn_inception_v2_coco.pb:训练好的物体检测模型,共1200张标注数据,使用faster_rcnn_inception_v2_coco训练;
  • wechat_auto_jump.py:自动跳一跳的代码

物体检测结果

label.zip提供了标注的工具,使用labelImg进行物体检测标注,使用方法可以参考物体检测标注说明.pdf

labelImg标注示例

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