willard-yuan / Flask Keras Cnn Image Retrieval
🚀CNN-based image retrieval built on Keras
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Image Retrieval Engine Based on Keras
演示
演示地址(不能访问，没钱续VPS了)，跑在CPU上，web界面采用的SoTu
环境
In [1]: import keras
Using Theano backend.
keras 2.0.1 及 2.0.5 版本均经过测试可用。推荐Python 2.7，支持Python 3.6.
此外需要numpy, matplotlib, os, h5py, argparse. 推荐使用anaconda安装
使用
- 步骤一
python index.py -database <path-to-dataset> -index <name-for-output-index>
- 步骤二
python query_online.py -query <path-to-query-image> -index <path-to-index-flie> -result <path-to-images-for-retrieval>
├── database 图像数据集
├── extract_cnn_vgg16_keras.py 使用预训练vgg16模型提取图像特征
|── index.py 对图像集提取特征，建立索引
├── query_online.py 库内搜索
└── README.md
示例
# 对database文件夹内图片进行特征提取，建立索引文件featureCNN.h5
python index.py -database database -index featureCNN.h5
# 使用database文件夹内001_accordion_image_0001.jpg作为测试图片，在database内以featureCNN.h5进行近似图片查找，并显示最近似的3张图片
python query_online.py -query database/001_accordion_image_0001.jpg -index featureCNN.h5 -result database
更新
- 针对近期有小伙伴反映的keras版本的问题，已将其进行到最新版本，并且特征提取代码大幅精简。
- 显示检索得到的图片， 可自由定义查询图片及检索图片集
Goal
- [x] 重新用flask写web界面，已完成。
论文推荐
问题汇总
-
query_online.pyline 28报错，将index.pyline 62注释，使用line 61.
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