Computational Knowledge Vision
The First Footprints
- 1st Edition - September 1, 2024
- Authors: Wenbo Zheng, Fei-Yue Wang
- Language: English
- Paperback ISBN:9 7 8 - 0 - 4 4 3 - 2 1 6 1 9 - 0
- eBook ISBN:9 7 8 - 0 - 4 4 3 - 2 1 6 1 8 - 3
Computational Knowledge Vision: The First Footprints presents a novel, advanced framework which combines structuralized knowledge and visual models. In advanced image and visual pe… Read more
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Request a sales quoteComputational Knowledge Vision: The First Footprints presents a novel, advanced framework which combines structuralized knowledge and visual models. In advanced image and visual perception studies, a visual model's understanding and reasoning ability often determines whether it works well in complex scenarios. This book presents state-of-the-art mainstream vision models for visual perception. As computer vision is one of the key gateways to artificial intelligence and a significant component of modern intelligent systems, this book delves into computer vision systems that are highly specialized and very limited in their ability to do visual reasoning and causal inference.
Questions naturally arise in this arena, including (1) How can human knowledge be incorporated with visual models? (2) How does human knowledge promote the performance of visual models? To address these problems, this book proposes a new framework for computer vision–computational knowledge vision.
- Presents a concept and basic framework of Computational Knowledge Vision that extends the knowledge engineering methodology to the computer vision field
- Discusses neural networks, meta-learning, graphs, and Transformer models
- Illustrates a basic framework for Computational Knowledge Vision whose essential techniques include structuralized knowledge, knowledge projection, and conditional feedback
Researchers in computer vision, deep learning, and artificial intelligence, including senior graduate students, Non-professional readers who have some basic knowledge of visual computing and are interested in the front of computer vision.
2. Reviewing the Past Enables us to Learnn
3. Computational Knowledge Vision Computational Knowledge Vision Solutionn
4. Low Vision: Computational Knowledge Vision for Edge Detection Modeln
5. Middle Vision: Computational Knowledge Vision for Visual Translation Modeln
6. Middle Vision: Computational Knowledge Vision for Jointly Face Recognitionn
7. High Vision: Computational Knowledge Vision for Visual Reasoning Model Computational Knowledge Vision Applicationn
8. Affective Computing: Computational Knowledge Vision for Depression Detection Modeln
9. Medical Computing: Computational Knowledge Vision for COVID-19 Detection Modeln
10. Medical Computing: Computational Knowledge Vision for Medical Visual Reasoning Model
- No. of pages: 390
- Language: English
- Edition: 1
- Published: September 1, 2024
- Imprint: Academic Press
- Paperback ISBN: 9780443216190
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