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A Word Spotting Method in Scene Images based on Character Recognition

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wordSpotting_characterRecognition

A Word Spotting Method in Scene Images based on Character Recognition

Code

The code is containing a CAFFE model for training an FCN to recognize characters in the scene images and an application of it for word-spotting.

CAFFE

An FCN training for character detection (38 classes- 26 english letters incase sensetive, 10 numbers and signs)
The set up for training the net based on the CAFFE framework is at caffe/net_train/synth-fcn8s-atonce/, and solv.py is for training.

Model

The CAFFE trained model of character recognition is at caffe/snapshot/.

Testing

In order to get the heatmaps, there are three python files at caffe/get_heatmap/. The getHeatmaps.py is for visualizing the heatmaps of a list of images. getHeatmapsSINGLE.py is for visualizing the heatmap of a single image. saveHM.py is for saving the heatmaps of the images as png files.

Word Spotting

To try wordspotting based on these character recognition, there are some quantitative and qualitative files at caffe/word_spotting/.

Citation

Please cite this work in your publications if it helps your research:

@InProceedings{Bazazian18,
author = {D.~Bazazian and D.~Karatzas and A.~Bagdanov},
title = {Word Spotting in Scene Images based on Character Recognition },
booktitle = {Proceeding of Computer Vision and Pattern Recognition Workshops},
publisher = {IEEE},
pages = {1872--1874},
year = {2018}
}

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A Word Spotting Method in Scene Images based on Character Recognition

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