Computer vision : algorithms and applications /
Computer Vision: Algorithms and Applications explores the variety of techniques used to analyze and interpret images. It also describes challenging real-world applications where vision is being successfully used, both in specialized applications such as image search and autonomous navigation, as wel...
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| Format: | Book |
| Language: | English |
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Cham :
Springer,
[2022]
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| Edition: | Second edition. |
| Series: | Texts in computer science.
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Table of Contents:
- 1 Introduction
- 2 Image Formation
- 3 Image Processing
- 4 Model Fitting and Optimization
- 5 Deep Learning
- 6 Recognition
- 7 Feature Detection and Matching
- 8 Image Alignment and Stitching
- 9 Motion Estimation
- 10 Computational Photography
- 11 Structure from Motion and SLAM
- 12 Depth Estimation
- 13 3D Reconstruction
- 14 Image-Based Rendering
- 15 Conclusion
- Appendix A: Linear Algebra and Numerical Techniques
- Appendix B: Bayesian Modeling and Inference
- Appendix C: Supplementary Material.