Struwe, Marvin: Active occlusion-handling for appearance-based object recognition models. 2017
Inhalt
- Introduction
- Related Work
- Analytic Feature Framework
- Introduction
- Analytic Feature Framework
- Adaptation of the Analytic Feature Framework to Car Detection
- Datasets
- Detection Results
- Conclusion
- Use of Object-Object Relations with a Holistic Discriminative Classifier
- Split of the Holistic Car Model
- Introduction
- Split of the Holistic Car Template
- Additional Use of Depth Information
- Detection Examples
- Conclusion
- Rendered Benchmark Dataset
- Occlusion-handling Strategies of a Parts-based Car Detector
- Introduction
- Parts-based Car Detector
- Extraction of Texture Descriptors
- Learning of Parts-based Object Representation
- Parts-based Detection Framework
- Analysis of the Detection Performance and Computation Time of the Code-book
- Occlusion-handling of the Parts-based Car Detector
- Contribution-aware Strategy for Occlusion-handling of a Parts-based Car Detector
- Detection Examples
- Conclusion
- Rotation and Illumination Stability of Texture Descriptors
- Introduction
- Datasets
- Proof of Rotation and Illumination Robustness of Texture Descriptors
- Discriminative Features
- Conclusion
- Psychophysical Study on Object Detection of Occluded Objects
- Conclusion