Open Evaluation Tool for Layout Analysis of Document Images

被引:18
作者
Alberti, Michele [1 ]
Bouillon, Manuel [1 ]
Ingold, Rolf [1 ]
Liwicki, Marcus [1 ]
机构
[1] Univ Fribourg, Fribourg, Switzerland
来源
2017 14TH IAPR INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2017), VOL 4 | 2017年
基金
瑞士国家科学基金会;
关键词
Evaluation Tool; Open-Source; Layout Analysis; Results Visualization; Web service;
D O I
10.1109/ICDAR.2017.311
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
This paper presents an open tool for standardizing the evaluation process of the layout analysis task of document images at pixel level. We introduce a new evaluation tool that is both available as a standalone Java application and as a RESTful web service. This evaluation tool is free and open-source in order to be a common tool that anyone can use and contribute to. It aims at providing as many metrics as possible to investigate layout analysis predictions, and also provides an easy way of visualizing the results. This tool evaluates document segmentation at pixel level, and supports multi-labeled pixel ground truth. Finally, this tool has been successfully used for the ICDAR 2017 competition on Layout Analysis for Challenging Medieval Manuscripts.
引用
收藏
页码:43 / 47
页数:5
相关论文
共 19 条
[1]
Alberti M., 2017, CORR
[2]
ICDAR2013 Competition on Historical Newspaper Layout Analysis-HNLA2013 [J].
Antonacopoulos, A. ;
Clausner, C. ;
Papadopoulos, C. ;
Pletschacher, S. .
2013 12TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR), 2013, :1454-1458
[3]
Historical Document Layout Analysis Competition [J].
Antonacopoulos, A. ;
Clausner, C. ;
Papadopoulos, C. ;
Pletschacher, S. .
11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, :1516-1520
[4]
Multi Resolution Layout Analysis of Medieval Manuscripts Using Dynamic MLP [J].
Baechler, Micheal ;
Ingold, Rolf .
11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, :1185-1189
[5]
Robust Text Line Segmentation for Historical Manuscript Images Using Color and Texture [J].
Chen, Kai ;
Wei, Hao ;
Liwicki, Marcus ;
Hennebert, Jean ;
Ingold, Rolf .
2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2014, :2978-2983
[6]
Deng J, 2009, PROC CVPR IEEE, P248, DOI 10.1109/CVPRW.2009.5206848
[7]
MEASURES OF THE AMOUNT OF ECOLOGIC ASSOCIATION BETWEEN SPECIES [J].
DICE, LR .
ECOLOGY, 1945, 26 (03) :297-302
[8]
Lamiroy B., ICDAR OST17 IN PRESS
[9]
An Open Architecture for End-to-End Document Analysis Benchmarking [J].
Lamiroy, Bart ;
Lopresti, Daniel .
11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, :42-47
[10]
DISTANCE BETWEEN SETS [J].
LEVANDOWSKY, M ;
WINTER, D .
NATURE, 1971, 234 (5323) :34-+