Toward reliable experiments on the performance of Connected Components Labeling algorithms

被引:27
作者
Bolelli, Federico [1 ]
Cancilla, Michele [1 ]
Baraldi, Lorenzo [1 ]
Grana, Costantino [1 ]
机构
[1] Univ Modena & Reggio Emilia, Dipartimento Ingn Enzo Ferrari, Modena, Italy
关键词
Connected Components Labeling; Benchmarking; Performance Evaluation;
D O I
10.1007/s11554-018-0756-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The problem of labeling the connected components of a binary image is well defined, and several proposals have been presented in the past. Since an exact solution to the problem exists, algorithms mainly differ on their execution speed. In this paper, we propose and describe YACCLAB, Yet Another Connected Components Labeling Benchmark. Together with a rich and varied dataset, YACCLAB contains an open source platform to test new proposals and to compare them with publicly available competitors. Textual and graphical outputs are automatically generated for many kinds of tests, which analyze the methods from different perspectives. An extensive set of experiments among state-of-the-art techniques is reported and discussed.
引用
收藏
页码:229 / 244
页数:16
相关论文
共 34 条
  • [1] Agam G., 2006, COMPLEX DOCUMENT IMA
  • [2] [Anonymous], 19 INT C IM AN PROC
  • [3] [Anonymous], MIR 08
  • [4] [Anonymous], ADV CONCEPTS INTELLI
  • [5] Baltieri D., 2011, P 2011 JOINT ACM WOR, P59, DOI DOI 10.1145/2072572.2072590
  • [6] Bolelli F, 2017, 13 IT RES C DIG LIB
  • [7] XDOCS: An Application to Index Historical Documents
    Bolelli, Federico
    Borghi, Guido
    Grana, Costantino
    [J]. DIGITAL LIBRARIES AND MULTIMEDIA ARCHIVES, IRCDL 2018, 2018, 806 : 151 - 162
  • [8] Parallel Light Speed Labeling: an efficient connected component algorithm for labeling and analysis on multi-core processors
    Cabaret, Laurent
    Lacassagne, Lionel
    Etiemble, Daniel
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2018, 15 (01) : 173 - 196
  • [9] A linear-time component-labeling algorithm using contour tracing technique
    Chang, F
    Chen, CJ
    Lu, CJ
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2004, 93 (02) : 206 - 220
  • [10] Block-Based Connected-Component Labeling Algorithm Using Binary Decision Trees
    Chang, Wan-Yu
    Chiu, Chung-Cheng
    Yang, Jia-Horng
    [J]. SENSORS, 2015, 15 (09) : 23763 - 23787