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Table of Contents
Intro; Preface; Contents; About the Editors; Contemporary Digital Technologies at the Service of Cultural Heritage; 1 Introduction; 1.1 Interdisciplinary Cooperation; 1.2 CIPA Heritage Documentation; 2 Digitization of Cultural Heritage; 3 ICT at the Service of CH; 4 Selected Examples; 4.1 The Restoration of a Collapsed Bridge; 4.2 Virtual Restoration; 4.3 Virtual Museums; 5 Concluding Remarks; References; Visual Realism in Digital Heritage; 1 Materiality and Appearance; 2 Photography of Coins; 3 Dome Photography; 4 Image Processing; 5 Specular Modelling; 6 Image Rendering; References
EpiX: A 3D Measurement Tool for Heritage, Archeology, and Aerial Photogrammetry1 Introduction; 2 Problem Statement; 3 Epipolar-Based Annotation Tool; 4 Experiments; 4.1 Autofocusing with EpiX; 4.2 Euclidean Epipolar Error Measurement; 4.3 3D Distance Measurement; 4.4 3D Reconstruction Results Using Metadata; 5 Automatic Feature Tracking, Camera Metadata Validation, and Error Measurement; 5.1 Automatic Feature Tracking and Evaluation; 5.2 Camera Metadata Validation and Error Measurement; 6 Conclusion and Future Work; References
Digital Heritage Reconstruction Using Deep Learning-Based Super-Resolution1 Introduction; 2 Convolutional Neural Networks; 2.1 Training a CNN; 3 Proposed Approach; 4 Implementation Details; 5 Experimental Results; 6 Conclusion; References; Restoration of Digital Images of Old Degraded Cave Paintings via Patch Size Adaptive Source-Constrained Inpainting; 1 Introduction; 2 Exemplar-Based inpainting; 3 Image Quality Measure in the Context of inpainting; 3.1 The BRISQUE Technique; 4 PAtch Modified Exemplar-Based InpainTing (PAMIT); 5 Source-Constrained inpainting; 6 Results and Discussion
6.1 Effectiveness of PAMIT6.2 Restoration of Images of Old Degraded Cave Paintings; 7 Summary; References; 3D-2D Data Fusion in Cultural Heritage Applications; 1 Introduction; 2 Method; 2.1 Data Acquisition; 2.2 Point Cloud Alignment; 2.3 Camera Pose Estimation; 2.4 Point Cloud Colorization; 2.5 Texture Mapping; 3 Experimental Results; 3.1 Reformed Church of Somorja; 3.2 Reformed Church of Kolozsnéma; 4 Conclusion; References; Haptic Rendering of Oriented Point Cloud of Heritage Objects Using Proxy Projection; 1 Introduction; 2 Related Work; 3 Proposed Method; 3.1 Surface Friction
4 Results and Discussion5 Validation of the Result; 6 Conclusions; References; Ontology-Driven Content-Based Retrieval of Heritage Images; 1 Introduction; 2 Related Work; 3 Content-Based Image Retrieval System; 3.1 Feature Extraction; 3.2 Clustering; 3.3 Bag of Visual Words; 3.4 The Index Structure; 4 Ontology for Hindu Mythology; 4.1 Ontological Structure; 4.2 Ontological Similarity; 5 Retrieval of Visually Similar Images with Semantics; 5.1 Web-Based System; 6 Results and Discussions; 6.1 Calculation of MAP; 6.2 Parameter for Implementation; 6.3 Search Results; 6.4 Comparative Study
EpiX: A 3D Measurement Tool for Heritage, Archeology, and Aerial Photogrammetry1 Introduction; 2 Problem Statement; 3 Epipolar-Based Annotation Tool; 4 Experiments; 4.1 Autofocusing with EpiX; 4.2 Euclidean Epipolar Error Measurement; 4.3 3D Distance Measurement; 4.4 3D Reconstruction Results Using Metadata; 5 Automatic Feature Tracking, Camera Metadata Validation, and Error Measurement; 5.1 Automatic Feature Tracking and Evaluation; 5.2 Camera Metadata Validation and Error Measurement; 6 Conclusion and Future Work; References
Digital Heritage Reconstruction Using Deep Learning-Based Super-Resolution1 Introduction; 2 Convolutional Neural Networks; 2.1 Training a CNN; 3 Proposed Approach; 4 Implementation Details; 5 Experimental Results; 6 Conclusion; References; Restoration of Digital Images of Old Degraded Cave Paintings via Patch Size Adaptive Source-Constrained Inpainting; 1 Introduction; 2 Exemplar-Based inpainting; 3 Image Quality Measure in the Context of inpainting; 3.1 The BRISQUE Technique; 4 PAtch Modified Exemplar-Based InpainTing (PAMIT); 5 Source-Constrained inpainting; 6 Results and Discussion
6.1 Effectiveness of PAMIT6.2 Restoration of Images of Old Degraded Cave Paintings; 7 Summary; References; 3D-2D Data Fusion in Cultural Heritage Applications; 1 Introduction; 2 Method; 2.1 Data Acquisition; 2.2 Point Cloud Alignment; 2.3 Camera Pose Estimation; 2.4 Point Cloud Colorization; 2.5 Texture Mapping; 3 Experimental Results; 3.1 Reformed Church of Somorja; 3.2 Reformed Church of Kolozsnéma; 4 Conclusion; References; Haptic Rendering of Oriented Point Cloud of Heritage Objects Using Proxy Projection; 1 Introduction; 2 Related Work; 3 Proposed Method; 3.1 Surface Friction
4 Results and Discussion5 Validation of the Result; 6 Conclusions; References; Ontology-Driven Content-Based Retrieval of Heritage Images; 1 Introduction; 2 Related Work; 3 Content-Based Image Retrieval System; 3.1 Feature Extraction; 3.2 Clustering; 3.3 Bag of Visual Words; 3.4 The Index Structure; 4 Ontology for Hindu Mythology; 4.1 Ontological Structure; 4.2 Ontological Similarity; 5 Retrieval of Visually Similar Images with Semantics; 5.1 Web-Based System; 6 Results and Discussions; 6.1 Calculation of MAP; 6.2 Parameter for Implementation; 6.3 Search Results; 6.4 Comparative Study