کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
529993 869729 2015 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
On the complexity of submap isomorphism and maximum common submap problems
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
On the complexity of submap isomorphism and maximum common submap problems
چکیده انگلیسی


• We show that submap isomorphism is NP-complete.
• We give a Fixed Parameter Tractable algorithm for submap isomorphism.
• We experimentally evaluate it to search for patterns in segmented images.
• We show that maximum common connected submap is NP-hard.

Generalized maps describe the subdivision of objects in cells and are widely used to model 2D and 3D images. In this context, several pattern recognition tasks involve solving submap isomorphism problems (to decide if a map is included in another map) or, more generally, computing maximum common submaps (to measure the distance between two maps). Recently, we have described a polynomial-time algorithm for solving the submap isomorphism problem when the pattern map is connected. In this paper, we show that submap isomorphism is NP-completeNP-complete when the pattern map is not connected. Then, we characterize the inherent difficulty of submap isomorphism with respect to the number of connected components. We show that it is Fixed-Parameter Tractable (FPT) and we give an FPT algorithm for submap isomorphism. We experimentally compare this algorithm with a state-of-the-art subgraph isomorphism algorithm for searching for patterns in an image and we show that it is both more accurate and more efficient. Finally, we study the complexity of the maximum common submap problem, and we show that it is NP-hardNP-hard even though we restrict the problem to the search of common connected submaps.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 48, Issue 2, February 2015, Pages 302–316
نویسندگان
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