Deep Homography Estimation for Micro-Topographic Measurement Data

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Titelei/Inhaltsverzeichnis No access Pages I - XX
1. 1.1 Motivation No access
2. 1.2 Related Work No access
3. 1.3 Scientific Contribution No access
4. 1.4 Structure of the Work No access
1. 2.1 Surface Metrology No access
2. 2.2 Image Registration No access
3. 2.3 Machine Learning and Deep Learning No access
1. 3.1 Measurement Systems No access
2. 3.2 Data Acquisition and Micro-Topographies No access
1. 4.1 Data Processing and Dataset Generation No access
2. 4.2 Conventional Image Registration No access
3. 4.3 Machine Learning-Based Image Registration No access
4. 4.4 Experiments No access
1. 5.1 Conventional Image Registration No access
2. 5.2 Machine Learning-Based Image Registration No access
3. 5.3 Coarse-to-Fine Image Registration No access
4. 5.4 Computation Time No access
5. 5.5 Generalizability No access
1. 6.1 Conclusion No access
2. 6.2 Outlook No access
Bibliography No access Pages 147 - 170
1. A. Samples No access
2. 1. B.1 Keyence VK-X210 No access
  2. B.2 Keyence VK-X3000 No access
3. 1. C.1 Preliminary Assessment of Feature Detector and Descriptor Combinations No access
  2. C.2 Experiment 3: Batch Size and Learning Rate No access
Curriculum Vitae No access Pages 187 - 189