Towards On-The-Fly Image Processing / Alexander Jungmann. [Supervisors: Prof. Dr. Franz-Josef Rammig, Paderborn University ; Prof. Dr. Eyke Hüllermeier, Paderborn University]. Paderborn, 2016
Inhalt
- Introduction
- Preliminaries
- Introduction to Image Processing
- Image Manipulation vs. Image Processing
- Fundamental Steps in Image Processing
- Real-world Application Scenario
- Developing Image Processing Solutions
- Introduction to On-The-Fly Computing
- Principles of Service-Orientation
- Service-Oriented Computing
- The On-The-Fly Computing Concept
- On-The-Fly Composition Process
- On-The-Fly Image Processing
- Principles of Service-oriented Image Processing
- Fundamental Challenges
- Adaptivity by Feedback-based Learning
- Related Work
- Use Cases
- Data-Flow and Control-Flow
- Data-Flow Graphs as Execution Model
- Elementary Net Systems based on Petri Nets
- Three Classes of Composed Solutions
- Thumbnails for an Online Photo Gallery
- Color-based Segmentation
- Motion-based Object Detection
- Summary
- Symbolic Service Composition
- Knowledge-based Specifications
- Body of Knowledge
- Service and Request Specification
- Specification Example: Thumbnails
- Specification Example: Segmentation
- Planning-based Service Composition
- Composed Services
- Body of Rules
- Formal Framework
- Composition Algorithm
- Composition Example: Thumbnails
- Shortcomings and Extensions
- Exponentially Growing Solution Space
- Incorrect Task Definitions
- Superfluous Search Paths and Services
- Discarding Properties of Visual Data
- Outlook: Necessity for Learning
- Evaluation
- Prototypical Implementation
- Concrete Composition Problem
- Search Space and Solution Space
- Time to Solution
- Conclusion
- Related Work
- Execution and Rating
- Adaptive Service Composition
- Learning Recommendation System
- Combining Composition and Recommendation
- Overview and Interactions
- Update Step
- Evaluation Step
- Modified Search Node Selection
- Episode Finalization
- Evaluation
- Related Work
- Conclusion and Outlook
- List of Figures
- List of Tables
- List of Algorithms
- Own Publications
- Bibliography