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cnnimageretrieval's Introduction

CNNImageRetrieval: Training and evaluating CNNs for Image Retrieval

CNNImageRetrieval is a MATLAB toolbox that implements the training and testing of the approach described in our ECCV 2016 paper "CNN Image Retrieval Learns from BoW: Unsupervised Fine-Tuning with Hard Examples" [arXiv]

What is it?

This code implements:

  1. Training (fine-tuning) CNN for image retrieval
  2. Testing CNN image retrieval on Oxford5k and Paris6k datasets

Prerequisites

In order to run this toolbox you will need:

  1. MATLAB (tested with MATLAB R2017a on Debian 8.1)
  2. MatConvNet MATLAB toolbox version 1.0-beta24 [matconvnet-1.0-beta24.tar.gz]
  3. All the rest (data + networks) is automatically downloaded with our scripts

Execution

Run the following script in MATLAB:

>> run [MATCONVNET_ROOT]/matlab/vl_setupnn;
>> run [CNNIMAGERETRIEVAL_ROOT]/setup_cnnimageretrieval;
>> train_cnnimageretrieval;
>> test_cnnimageretrieval;

Citation

If you use this work please cite our ECCV 2016 publication "CNN Image Retrieval Learns from BoW: Unsupervised Fine-Tuning with Hard Examples" [arXiv]

Bibtex:

@inproceedings{RTC16,
 title = {{CNN} Image Retrieval Learns from {BoW}: Unsupervised Fine-Tuning with Hard Examples},
 author = {Radenovi{\'c}, F. and Tolias, G. and Chum, O.},
 booktitle = {ECCV},
 year = {2016}
}

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