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Large-scale image retrival by deep learning(基于深度学习的大规模图像检索)

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CBIR

Large-scale image retrival by deep learning(基于深度学习的大规模图像检索)

How to the use this project files

  • step-1 Finetune the model base on your image data

  • step-2 compute_fea_for_cbir.py Compute the image feature by the finetuned model, and save the to pkl files

  • step-3 dump_data_to_pkl.py Collect the feature pkl files to dic format: id_fc7_fc8

  • step-4 dump_lsh_to_pkl.py Dump the fc8 features by lsh

  • step-5 app_cbir.py Upload a imagefile and search the similar images

Cite the paper:

Deep Learning of Binary Hash Codes for Fast Image Retrieval K. Lin, H.-F. Yang, J.-H. Hsiao, C.-S. Chen CVPR Workshop (CVPRW) on Deep Learning in Computer Vision, DeepVision 2015, June 2015.

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  • Python 91.5%
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