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PCEDNet: a lightweight neural network for fast and interactive edge detection in 3D point clouds / Chems-Eddine Himeur in ACM Transactions on Graphics, TOG, Vol 41 n° 1 (February 2022)
[article]
Titre : PCEDNet: a lightweight neural network for fast and interactive edge detection in 3D point clouds Type de document : Article/Communication Auteurs : Chems-Eddine Himeur, Auteur ; Thibault Lejemble, Auteur ; Thomas Pellegrini, Auteur ; Mathias Paulin, Auteur ; Loïc Barthe, Auteur ; Nicolas Mellado, Auteur Année de publication : 2022 Article en page(s) : n° 10 Note générale : bibliographie Langues : Anglais (eng) Descripteur : [Vedettes matières IGN] Lasergrammétrie
[Termes IGN] classification par réseau neuronal convolutif
[Termes IGN] détection de contours
[Termes IGN] données lidar
[Termes IGN] données localisées 3D
[Termes IGN] matrice
[Termes IGN] semis de pointsRésumé : (auteur) In recent years, Convolutional Neural Networks (CNN) have proven to be efficient analysis tools for processing point clouds, e.g., for reconstruction, segmentation, and classification. In this article, we focus on the classification of edges in point clouds, where both edges and their surrounding are described. We propose a new parameterization adding to each point a set of differential information on its surrounding shape reconstructed at different scales. These parameters, stored in a Scale-Space Matrix (SSM), provide a well-suited information from which an adequate neural network can learn the description of edges and use it to efficiently detect them in acquired point clouds. After successfully applying a multi-scale CNN on SSMs for the efficient classification of edges and their neighborhood, we propose a new lightweight neural network architecture outperforming the CNN in learning time, processing time, and classification capabilities. Our architecture is compact, requires small learning sets, is very fast to train, and classifies millions of points in seconds. Numéro de notice : A2022-304 Affiliation des auteurs : non IGN Autre URL associée : vers ArXiv Thématique : IMAGERIE/INFORMATIQUE Nature : Article DOI : 10.1145/3481804 Date de publication en ligne : 10/11/2021 En ligne : https://doi.org/10.1145/3481804 Format de la ressource électronique : URL article Permalink : https://documentation.ensg.eu/index.php?lvl=notice_display&id=100374
in ACM Transactions on Graphics, TOG > Vol 41 n° 1 (February 2022) . - n° 10[article]Constrained Palette-Space Exploration / Nicolas Mellado in ACM Transactions on Graphics, TOG, Vol 36 n° 4 (July 2017)
[article]
Titre : Constrained Palette-Space Exploration Type de document : Article/Communication Auteurs : Nicolas Mellado, Auteur ; David Vanderhaeghe, Auteur ; Charlotte Hoarau , Auteur ; Sidonie Christophe , Auteur ; Mathieu Brédif , Auteur ; Loïc Barthe, Auteur Année de publication : 2017 Projets : 1-Pas de projet / Conférence : SIGGRAPH 2017, ACM conference 30/07/2017 03/08/2017 Los Angeles Californie - Etats-Unis Article en page(s) : 14 p. Note générale : Bibliographie Langues : Anglais (eng) Descripteur : [Termes IGN] cartologie
[Termes IGN] chromatopsie
[Termes IGN] graphe
[Termes IGN] interpolation
[Termes IGN] palette de couleurs
[Termes IGN] personne malvoyante
[Termes IGN] programmation par contraintes
[Vedettes matières IGN] GéovisualisationRésumé : (Auteur) Color palettes are widely used by artists to define colors of artworks and explore color designs. In general, artists select the colors of a palette by following a set of rules, e.g. contrast or relative luminance. Existing interactive palette exploration tools explore palette spaces following limited constraints defined as geometric configurations in color space e.g. harmony rules on the color wheel. Palette search algorithms sample palettes from color relations learned from an input dataset, however they cannot provide interactive user edits and palette refinement. We introduce in this work a new versatile formulation enabling the creation of constraint-based interactive palette exploration systems. Our technical contribution is a graph-based palette representation, from which we define palette exploration as a minimization problem that can be solved efficiently and provide real-time feedback. Based on our formulation, we introduce two interactive palette exploration strategies: constrained palette exploration, and for the first time, constrained palette interpolation. We demonstrate the performances of our approach on various application cases and evaluate how it helps users finding trade-offs between concurrent constraints. Numéro de notice : A2017-404 Affiliation des auteurs : LASTIG COGIT+Ext (2012-2019) Thématique : GEOMATIQUE Nature : Article nature-HAL : ArtAvecCL-RevueIntern DOI : 10.1145/3072959.3073650 Date de publication en ligne : 20/07/2017 En ligne : https://doi.org/10.1145/3072959.3073650 Format de la ressource électronique : URL Article Permalink : https://documentation.ensg.eu/index.php?lvl=notice_display&id=86220
in ACM Transactions on Graphics, TOG > Vol 36 n° 4 (July 2017) . - 14 p.[article]Documents numériques
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A2017-404_Constrained Palette-Space ExplorationAdobe Acrobat PDF
contenu dans ICC 2017, the 28th International Cartographic Conference, à Washington, USA, 2–7 July 2017, proceedings / International cartographic association = association cartographique internationale (2017)
Titre : Expressive map design: OGC SLD/SE++ extension for expressive map styles Type de document : Article/Communication Auteurs : Sidonie Christophe , Auteur ; Bertrand Duménieu , Auteur ; Charlotte Hoarau , Auteur ; Jérémie Ory , Auteur ; Antoine Masse , Auteur ; Mathieu Brédif , Auteur ; David Vanderhaeghe, Auteur ; Joëlle Thollot, Auteur ; Thomas Hurtut, Auteur ; Nicolas Mellado, Auteur ; Jérémie Turbet, Auteur Editeur : International Cartographic Association ICA - Association cartographique internationale ACI Année de publication : 2017 Conférence : ICC 2017, 28th International Cartographic Conference ICA 02/07/2017 07/07/2017 Washington DC Etats-Unis OA Proceedings of the ICA Importance : 35 p. Langues : Français (fre) Descripteur : [Termes IGN] couleur (rédaction cartographique)
[Termes IGN] interpolation
[Termes IGN] métadonnées
[Termes IGN] Open geospatial consortium
[Termes IGN] rendu (géovisualisation)
[Termes IGN] représentation cartographique 3D
[Termes IGN] style cartographique
[Termes IGN] Styled Layer Descriptor
[Termes IGN] symbole graphique
[Termes IGN] symbology encoding
[Termes IGN] visualisation 3D
[Vedettes matières IGN] GéovisualisationRésumé : (Auteur) In the context of the personalization of map design, cartographic needs have been highlighted considering the handling of more artistic and expressive tools, in order to design stylized and expressive maps, in existing cartographic pipelines. Based on previous works on style formalization, an approach of the specification of the style of a map has been proposed and experimented for some use cases. A first step concerns the analysis of inspiration sources, in order to extract "what does make the style of the source"™, i.e. the salient visual characteristics to be automatically reproduced (textures, spatial arrangements, linear stylization, etc.). In order to mimic and generate those visual characteristics, existing and innovative rendering techniques have been implemented in our GIS engine, thus extending the capabilities to generate expressive renderings. Therefore, an extension of the existing cartographic pipeline has been proposed based on the following aspects: 1- extension of the symbolization specifications OGC SLD/SE in order to provide a formalism to specify new types of Symbolizers and their related rendering methods; 2- separate specification of each rendering method and its parametrization, as metadata. The main contribution has been described in (Christophe et al. 2016). We focus here on the extension of the cartographic pipeline (SLD++ and metadata) and the diversity of map design capabilities that have been experimented for many topographic styles: old cartographic styles (Cassini), artistic styles (watercolor, impressionism, Japanese print), hybrid topographic styles (ortho-imagery & vector data) and finally abstract and photo-realist styles for the geovisualization of costal area. The genericity and interoperability of the approach is promising and has already been tested for 3D visualization. Numéro de notice : C2017-011 Affiliation des auteurs : LASTIG COGIT+Ext (2012-2019) Thématique : GEOMATIQUE Nature : Communication nature-HAL : ComAvecCL&ActesPubliésIntl DOI : 10.5194/ica-proc-1-21-2018 Date de publication en ligne : 31/07/2017 En ligne : https://doi.org/10.5194/ica-proc-1-21-2018 Format de la ressource électronique : URL article Permalink : https://documentation.ensg.eu/index.php?lvl=notice_display&id=86223 Documents numériques
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Expressive map design - pdf éditeurAdobe Acrobat PDF
Titre : Map style formalization: Rendering techniques extension for cartography Type de document : Article/Communication Auteurs : Sidonie Christophe , Auteur ; Bertrand Duménieu , Auteur ; Jérémie Turbet, Auteur ; Charlotte Hoarau , Auteur ; Nicolas Mellado, Auteur ; Jérémie Ory , Auteur ; Hugo Loi, Auteur ; Antoine Masse , Auteur ; Benoit Arbelot, Auteur ; Romain Vergne, Auteur ; Mathieu Brédif , Auteur ; Thomas Hurtut, Auteur ; Joëlle Thollot, Auteur ; David Vanderhaeghe, Auteur Editeur : Saint-Mandé : Institut national de l'information géographique et forestière - IGN (2012-) Année de publication : 2016 Projets : Mapstyle / Christophe, Sidonie Conférence : Expressive 2016, Joint Symposium on Computational Aesthetics and Sketch-Based Interfaces and Modeling and Non-Photorealistic Animation and Rendering 07/05/2016 09/05/2016 Lisbonne Portugal Proceedings ACM Importance : 12 p. Format : 21 x 30 cm Note générale : bibliographie Langues : Anglais (eng) Descripteur : [Termes IGN] chaîne de traitement
[Termes IGN] conception cartographique
[Termes IGN] sémiologie graphique
[Termes IGN] style cartographique
[Termes IGN] Styled Layer Descriptor
[Termes IGN] symbology encoding
[Termes IGN] texturage
[Vedettes matières IGN] GéovisualisationRésumé : (auteur) Cartographic design requires controllable methods and tools to produce maps that are adapted to users’ needs and preferences. The formalized rules and constraints for cartographic representation come mainly from the conceptual framework of graphic semiology. Most current Geographical Information Systems (GIS) rely on the Styled Layer Descriptor and Semiology Encoding (SLD/SE) specifications which provide an XML schema describing the styling rules to be applied on geographic data to draw a map. Although this formalism is relevant for most usages in cartography, it fails to describe complex cartographic and artistic styles. In order to overcome these limitations, we propose an extension of the existing SLD/SE specifications to manage extended map stylizations, by the means of controllable expressive methods. Inspired by artistic and cartographic sources (Cassini maps, mountain maps, artistic movements, etc.), we propose to integrate into our system three main expressive methods: linear stylization, patch-based region filling and vector texture generation. We demonstrate how our pipeline allows to personalize map rendering with expressive methods in several examples. Numéro de notice : C2016-060 Affiliation des auteurs : LASTIG COGIT+Ext (2012-2019) Thématique : GEOMATIQUE Nature : Communication nature-HAL : ComAvecCL&ActesPubliésIntl En ligne : https://hal.archives-ouvertes.fr/hal-01317403/document Format de la ressource électronique : URL article Permalink : https://documentation.ensg.eu/index.php?lvl=notice_display&id=91919