FOR MORE MODELS AND DATA SEE http://www.robots.ox.ac.uk/~vgg/research/text/
Models from the ECCV 2014 paper "Deep Features for Text Spotting" by Jaderberg et al. http://www.robots.ox.ac.uk/~vgg/publications/2014/Jaderberg14/jaderberg14.pdf
You must cite this paper if you use this data or code.
#!bibtex
@InProceedings{Jaderberg14,
author = "Jaderberg, M. and Vedaldi, A. and Zisserman, A.",
title = "Deep Features for Text Spotting",
booktitle = "European Conference on Computer Vision",
year = "2014",
}
- Text/no-text classifer (models/detnet_layers.mat). 98.2% accuracy on ICDAR 2003.
- Case-insensitive character classifier (models/charnet_layers.mat). 91.0% accuracy on ICDAR 2003.
- Case-sensitive character classifier (models/casesnet_layers.mat). 86.8% accuracy on ICDAR 2003.
- ICDAR 2003 test-bigrams classifier (models/bigramic03net_layers.mat). 72.5% accuracy on ICDAR 2003.
- SVT test-bigrams classifier (models/bigramsvtnet_layers.mat).
- data/bigrams-train.mat - training data across all bigram classes.
- data/bigramsic03-train.mat - training data across ICDAR 2003 bigram classes only.
- data/case-insensitive-train.mat - case-insensitive character training data.
- data/case-sensitive-train.mat - case-sensitive character training data.
- data/icdar2003-bigrams-test.mat - test data across all bigram classes.
- data/icdar2003-bigramsic03-test.mat - test data across ICDAR 2003 bigram classes only.
- data/icdar2003-chars-test.mat - case-insensitive character test data.
- data/icdar2003-charscases-test.mat - case-sensitive character test data.
WARNING: The training datasets are comprised of data pulled from many sources, including the training datasets of other scene-text datasets (e.g. KAIST, ICDAR13, etc) so should only be used to train ICDAR03 and SVT.
- Edit matconvnet/Makefile to ensure MEX points to your matlab mex binary. Optinally ENABLE_GPU.
- cd matconvnet/ && make
- fig_detmap.m
- fig_charmap.m
- reproduce_classifier_results.m
Max Jaderberg 2014 max@robots.ox.ac.uk http://www.maxjaderberg.com
Thanks to Udit Roy for Makefile_linux