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开源图像检索项目PicSearch is now an open source project

發布時間:2025/3/21 编程问答 32 豆豆
生活随笔 收集整理的這篇文章主要介紹了 开源图像检索项目PicSearch is now an open source project 小編覺得挺不錯的,現在分享給大家,幫大家做個參考.

Brief introduction

PicSearch?is an image search engine based on Convolutional Neural Network (CNN) feature. It's a very simple demo and it just showes the performance of CNN for image retrieval. The demo site can access todemo.

點擊查看演示視頻。

Download the code and dataset

The PicSearch is running on Caltech256 image dataset, which contains 29780 images with 256 categories. Before running the project, you must download the following code and dataset:

  • PicSearch?code.
  • The features extract by CNN on Caltech256?256feat2048Norml.mat.
  • The?thumbnails?of Caltech256. The thumbnails are just for showing the search result, you can replace it by the original image dataset.
  • Note: to test it on other dataset, you must extract the features first. You can use?CNN-for-Image-Retrievalto extract features on other dataset.

    How to run the code

    The code is written by Python, and the web server is cherrypy, so It's very easy to understand the code and to run the code. The structure of?PicSearch?is as follows:

    ├── 256feat2048Norml.mat ├── bootstrap ├── favicon.ico ├── searchEnginePython.py ├── service-server.conf ├── service.conf ├── style.css └── thumbnails

    To run the code successfully, You are suggested to following the below steps:

    • set the setting in?service.conf:
    [global] server.socket_host = "127.0.0.1" server.socket_port = 8080 server.thread_pool = 10 tools.sessions.on = True[/] tools.staticdir.root = "I:\PicSearch"[/] tools.staticdir.on = True tools.staticdir.dir = ''

    Changes the path of?tools.staticdir.root?to your path.

    • run the server:
    python searchEnginePython.py

    Then open your browse and put the site:?127.0.0.1.

    That's all. Enjoy yourself! If you have problem, you can open an issue on?CNN-Web-Demo-for-Image-Retrieval.

    from: http://yongyuan.name/blog/picsearch-is-now-an-open-source-project.html

    總結

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