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Image classification restful service for wmts

License: BSD 2-Clause "Simplified" License

imgcls4wmts_python's Introduction

Image classification Restful service for WMTS

为WMTS瓦片提供一个影像分类的Rest服务和一个应用的Demo

Rest服务的功能

  1. 输入

    读取WMTS服务Url,以及需要分类的Bbox参数;

  2. 输出

    GeoJson格式的返回值。

分类处理的逻辑

需要的技术手段及软件

  • decaf 以及Pre-trained imagenet文件;
  • scikit-learn SGDLinearclassifier 实现Online Learning minibatch
  • Python Multiprocessing 实现并行处理 进程池等技术
  • landze 抓取wmts瓦片
  • python-geojson
  • restful-flask 基于flask的restful服务创建

需要注意的地方:

demo应用可以开发一个网站,但是必要性不大,可以通过Geojson转Shp与WMTS叠加展示。

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