Using historical maps in scientific studies: applications, challenges, and best practices
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham, Switzerland
Springer
[2020]
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| Series: | SpringerBriefs in geography
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | x, 114 Seiten Illustrationen, Diagramme, Karten |
| ISBN: | 9783319669076 |
Staff View
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Record in the Search Index
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| adam_text | Contents 1 Introduction................................................................................................... 1.1 Book Objectives..................................................................................... 1.2 Book Structure....................................................................................... References....................................................................................................... 1 1 7 7 2 Historical Map Applications and ProcessingTechnologies..................... 2.1 Introduction........................................................................................... 2.2 Applications of Historical Maps............................................................ 2.3 Case Studies of Map Processing Technologies................................... 2.3.1 Case Study I: Semi-Automatic Symbol Recognition from Map Scans......................................................................... 2.3.2 Case Study II: Multi-Model, Context-Based Automatic Symbol Recognition from Map Scans..................................... 2.3.3 Case Study Discussion and Outlook........................................ 2.4 Chapter Summary................................................................................... References....................................................................................................... 9 10 13 19 3 Creating Structured, Linked GeographicData fromHistorical Maps: Challenges and Trends..................................................................... 3.1 Introduction
........................................................................................... 3.2 Finding Relevant Historical Maps........................................................ 3.3 Converting Map Content to Machine-Readable Formats and Record Uncertainty................................................................................ 3.3.1 Crowdsourcing Approaches..................................................... 3.3.2 Semi-automatic Approaches.................................................... 3.3.3 Multi-Model, Context-Based,Automatic Approaches............ 3.4 Modeling and Publishing Map Content............................................... 3.5 Chapter Summary................................................................................... References........................................................................................................ 21 29 32 33 34 37 37 43 46 47 49 51 55 59 60 ix
x 4 5 Contents Training Deep Learning Models for Geographic Feature Recognition from Historical Maps............................................................. 4.1 Introduction ........................................................................................... 4.2 Challenges in Using CNNs on Historical Maps.................................. 4.2.1 Accurate Boundary Delineation of Geographic Features...... 4.2.2 Scarce Training Data for Cartographic Documents................ 4.3 Overview of Semantic Segmentation for Geographic Feature Recognition from Map Scans................................................................ 4.3.1 VGG16: The 16-layer Very Deep Convolutional Networks for Large-Scale Image Recognition....................... 4.3.2 GoogLeNet................................................................................. 4.3.3 ResNet........................................................................................ 4.3.4 The Encoder and Decoder Architecture for Semantic Segmentation.............................................................................. 4.3.5 Multi-Scale Pyramids of Feature Images for Semantic Segmentation.............................................................................. 4.4 Overview of Transfer Learning for Geographic Feature Recognition from Map Scans................................................................ 4.5 Experiment............................................................................................. 4.5.1 Experimental Data, Settings and Evaluation Metrics............. 4.5.2 Experiment I: The
Impact of Backbone CNNs: FCN-VGG16, FCN-GoogLeNet, and FCN-ResNet.............. 4.5.3 Experiment II: The Impact of Transfer Learning Strategies: PSPNet..................................................................... 4.6 Chapter Summary................................................................................... References........................................................................................................ 89 96 96 Summary and Discussion............................................................................ 5.1 Book Summary....................................................................................... 99 99 A Railroad Recognition Results 65 66 67 69 70 74 75 77 78 79 82 84 85 86 88 101
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| any_adam_object | 1 |
| author | Chiang, Yao-Yi Duan, Weiwei Leyk, Stefan 1975- |
| author_GND | (DE-588)1204062811 (DE-588)132353415 |
| author_facet | Chiang, Yao-Yi Duan, Weiwei Leyk, Stefan 1975- |
| author_role | aut aut aut |
| author_sort | Chiang, Yao-Yi |
| author_variant | y y c yyc w d wd s l sl |
| building | Verbundindex |
| bvnumber | BV046096393 |
| classification_rvk | RB 10104 |
| ctrlnum | (OCoLC)1135373442 (DE-599)BVBBV046096393 |
| discipline | Geographie |
| format | Book |
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| spelling | Chiang, Yao-Yi Verfasser (DE-588)1204062811 aut Using historical maps in scientific studies applications, challenges, and best practices Yao-Yi Chiang, Weiwei Duan, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock Cham, Switzerland Springer [2020] © 2020 x, 114 Seiten Illustrationen, Diagramme, Karten txt rdacontent n rdamedia nc rdacarrier SpringerBriefs in geography Digitalisierung (DE-588)4123065-6 gnd rswk-swf Geschichtswissenschaft (DE-588)4020535-6 gnd rswk-swf Naturwissenschaften (DE-588)4041421-8 gnd rswk-swf Datensammlung (DE-588)4148875-1 gnd rswk-swf Geoinformatik (DE-588)7571300-7 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Kartenauswertung (DE-588)4193951-7 gnd rswk-swf Historische Karte (DE-588)4238091-1 gnd rswk-swf Geschichtswissenschaft (DE-588)4020535-6 s Naturwissenschaften (DE-588)4041421-8 s Sozialwissenschaften (DE-588)4055916-6 s Historische Karte (DE-588)4238091-1 s Kartenauswertung (DE-588)4193951-7 s DE-604 Digitalisierung (DE-588)4123065-6 s Datensammlung (DE-588)4148875-1 s Geoinformatik (DE-588)7571300-7 s Duan, Weiwei Verfasser aut Leyk, Stefan 1975- Verfasser (DE-588)132353415 aut Erscheint auch als Online-Ausgabe 978-3-319-66908-3 Digitalisierung BSB München - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031477248&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Chiang, Yao-Yi Duan, Weiwei Leyk, Stefan 1975- Using historical maps in scientific studies applications, challenges, and best practices Digitalisierung (DE-588)4123065-6 gnd Geschichtswissenschaft (DE-588)4020535-6 gnd Naturwissenschaften (DE-588)4041421-8 gnd Datensammlung (DE-588)4148875-1 gnd Geoinformatik (DE-588)7571300-7 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Kartenauswertung (DE-588)4193951-7 gnd Historische Karte (DE-588)4238091-1 gnd |
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| title | Using historical maps in scientific studies applications, challenges, and best practices |
| title_auth | Using historical maps in scientific studies applications, challenges, and best practices |
| title_exact_search | Using historical maps in scientific studies applications, challenges, and best practices |
| title_full | Using historical maps in scientific studies applications, challenges, and best practices Yao-Yi Chiang, Weiwei Duan, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock |
| title_fullStr | Using historical maps in scientific studies applications, challenges, and best practices Yao-Yi Chiang, Weiwei Duan, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock |
| title_full_unstemmed | Using historical maps in scientific studies applications, challenges, and best practices Yao-Yi Chiang, Weiwei Duan, Stefan Leyk, Johannes H. Uhl, Craig A. Knoblock |
| title_short | Using historical maps in scientific studies |
| title_sort | using historical maps in scientific studies applications challenges and best practices |
| title_sub | applications, challenges, and best practices |
| topic | Digitalisierung (DE-588)4123065-6 gnd Geschichtswissenschaft (DE-588)4020535-6 gnd Naturwissenschaften (DE-588)4041421-8 gnd Datensammlung (DE-588)4148875-1 gnd Geoinformatik (DE-588)7571300-7 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Kartenauswertung (DE-588)4193951-7 gnd Historische Karte (DE-588)4238091-1 gnd |
| topic_facet | Digitalisierung Geschichtswissenschaft Naturwissenschaften Datensammlung Geoinformatik Sozialwissenschaften Kartenauswertung Historische Karte |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031477248&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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