Unsupervised Domain Adaption for Real-World Head Pose Estimation from Synthetic Data

Felix Konstantin Kuhnke

doi:10.51202/9783186883100

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Bibliographic data

Copyright year: 2023
ISBN-Print: 978-3-18-388310-3
ISBN-Online: 978-3-18-688310-0
Publisher: VDI Verlag, Düsseldorf
Series: Informatik/ Kommunikation
Volume: 883
Language: German
Pages: 136
Product type: Book Titles

Titelei/Inhaltsverzeichnis No access Pages I - XIV
1. Motivation No access
2. Challenges in Domain Adaptation with Synthetic Data and Continuous Label Spaces No access
3. Objectives and Contributions No access
4. Outline No access
1. Machine Learning with Deep Neural Networks No access
2. Transfer Learning No access
3. 1. Domain Gap and Negative Transfer No access
  2. Domain Adaptation Risks and Transfer Gain No access
4. Deep Visual Domain Adaptation No access
5. 1. Applications and Synthetic Data No access
  2. Head Pose No access
  3. State of the Art No access
1. Adversarial Domain Adaptation No access
2. 1. DANN for regression No access
  2. PADA-Like No access
  3. PADACO No access
3. Practical Implementation No access
4. Summary No access
1. Semi-Supervised Learning for Domain Adaptation No access
2. 1. Consistency Regularization No access
  2. Relative Pose Consistency No access
  3. Avoiding Degenerate Solutions No access
  4. Batch Normalization During Cross-Domain Training No access
3. Practical Implementation No access
4. Summary No access
1. Evaluation Protocols No access
2. 1. SynHead++, SynBiwi+, Biwi+ No access
  2. 300W-LP No access
  3. Dataset Distributions No access
3. 1. Influence of Face Detector No access
  2. Influence of Pose Representation No access
  3. Influence of Pose Offset No access
  4. Summary No access
4. 1. Experimental Details No access
  2. Experiments and Results No access
  3. Comparison No access
  4. Ablation Studies: Consistency Regularization No access
  5. Limitations and Methodology Criticism No access
Conclusion No access Pages 99 - 102
a Appendix No access Pages 103 - 103
Additional Tables No access Pages 103 - 108
Additional Figures No access Pages 109 - 110
Bibliography No access Pages 111 - 128
Publications of felix konstantin kuhnke No access Pages 129 - 136