Search Results - "Heroux, Pierre"
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1
New binary linear programming formulation to compute the graph edit distance
Published in Pattern recognition (01-12-2017)“…•A binary linear programming formulation for computing the exact graph edit distance is proposed.•A lower bound is derived from the formulation through a…”
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Journal Article -
2
Graph node matching for edit distance
Published in Pattern recognition letters (01-08-2024)“…Graphs are commonly used to model interactions between elements of a set, but computing the Graph Edit Distance between two graphs is an NP-complete problem…”
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Journal Article -
3
Predicting experimental electrophilicities from quantum and topological descriptors: A machine learning approach
Published in Journal of computational chemistry (15-09-2020)“…In this paper, we assess the ability of various machine learning methods, either linear or non‐linear, to efficiently predict Mayr's experimental scale for…”
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4
Symbols Detection and Classification using Graph Neural Networks
Published in Pattern recognition letters (01-12-2021)“…•The paper proposes a method based on Graph Neural Networks to extract and classify symbols on floorplans•The experimental comparison of several models shows…”
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Texture feature benchmarking and evaluation for historical document image analysis
Published in International journal on document analysis and recognition (01-03-2017)“…The use of different texture-based methods is pervasive in different subfields and tasks of document image analysis (DIA) and particularly in historical DIA…”
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An integer linear program for substitution-tolerant subgraph isomorphism and its use for symbol spotting in technical drawings
Published in Pattern recognition (01-12-2012)“…This paper tackles the problem of substitution-tolerant subgraph isomorphism which is a specific class of error-tolerant isomorphism. This problem aims at…”
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Minimum cost subgraph matching using a binary linear program
Published in Pattern recognition letters (01-02-2016)“…•Minimum Cost Subgraph Matching (MCSM) is an adaptation of Graph Edit Distance.•The paper proposes a Binary Linear Program that solves the MCSM problem.•The…”
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A texture-based pixel labeling approach for historical books
Published in Pattern analysis and applications : PAA (01-05-2017)“…Over the last few years, there has been tremendous growth in the automatic processing of digitized historical documents. In fact, finding reliable systems for…”
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Learning graph prototypes for shape recognition
Published in Computer vision and image understanding (01-07-2011)“…► The computation of graph prototypes reduces the complexity of graph classification. ► Discriminative prototypes have a better classification power than…”
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Performance Evaluation and Benchmarking of Six Texture-Based Feature Sets for Segmenting Historical Documents
Published in 2014 22nd International Conference on Pattern Recognition (01-08-2014)“…Recently, texture-based features have been used for digitized historical document image segmentation. It has been proven that these methods work effectively…”
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Conference Proceeding -
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Graph edit distance contest: Results and future challenges
Published in Pattern recognition letters (01-12-2017)“…•The context of Graph Edit Distance Contest (GDC), organized during ICPR2016, is presented.•Eight methods from three research groups are evaluated.•The…”
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12
Precise Point Positioning Using IGS Orbit and Clock Products
Published in GPS solutions (01-10-2001)“…The contribution details a post-processing approach that used undifferentiated dual-frequency pseudorange and carrier phase observations along with IGS procise…”
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Graph Neural Network for Symbol Detection on Document Images
Published in 2019 International Conference on Document Analysis and Recognition Workshops (ICDARW) (01-09-2019)“…In this paper, we propose a new method to simultaneously detect and classify symbols in floorplan images. This method relies on the very recent developments of…”
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Conference Proceeding -
14
Subgraph spotting in graph representations of comic book images
Published in Pattern recognition letters (01-09-2018)“…•Problem of lack of freely available ground-truthed datasets for subgraph spotting.•New SSGCI dataset for subgraph spotting in graph representations of comic…”
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One-shot field spotting on colored forms using subgraph isomorphism
Published in 2015 13th International Conference on Document Analysis and Recognition (ICDAR) (01-08-2015)“…This paper presents an approach for spotting textual fields in commercial and administrative colored forms. We proceed by locating these fields thanks to their…”
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Conference Proceeding -
16
Page Retrieval System in Digitized Historical Books Based on Error-Tolerant Subgraph Matching
Published in 2017 14th IAPR International Conference on Document Analysis and Recognition (ICDAR) (01-11-2017)“…Developing smart ways of interacting with scanners is one of the emerging needs identified by numerous digitization professionals. To achieve better…”
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Conference Proceeding -
17
Frequent Graph Discovery: Application to Line Drawing Document Images
Published in Electronic letters on computer vision and image analysis (01-10-2005)“…In this paper a sequence of steps is applied to a graph representation of line drawings using concepts from data mining. This process finds frequent subgraphs…”
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A Comparative Study of Two State-of-the-Art Feature Selection Algorithms for Texture-Based Pixel-Labeling Task of Ancient Documents
Published in Journal of imaging (01-08-2018)“…Recently, texture features have been widely used for historical document image analysis. However, few studies have focused exclusively on feature selection…”
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Journal Article -
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A structural signature based on texture for digitized historical book page categorization
Published in 2015 13th International Conference on Document Analysis and Recognition (ICDAR) (01-08-2015)“…The work conducted in this article presents a structural signature based on texture for the characterization and categorization of digitized historical book…”
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Conference Proceeding -
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A bottom-up method using texture features and a graph-based representation for lettrine recognition and classification
Published in 2015 13th International Conference on Document Analysis and Recognition (ICDAR) (01-08-2015)“…This article tackles some important issues relating to the analysis of a particular case of complex ancient graphic images, called "lettrines", "drop caps", or…”
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Conference Proceeding