Trends and Prospects in Image Processing with Symmetry/Asymmetry
A special issue of Symmetry (ISSN 2073-8994). This special issue belongs to the section "Computer".
Deadline for manuscript submissions: 28 February 2025 | Viewed by 625
Special Issue Editors
Interests: machine learning; machine vision
Special Issue Information
Dear Colleagues,
Advances in image processing with symmetry/asymmetry have significantly contributed to the development of computer vision and pattern recognition applications.
Symmetry detection plays a crucial role in various computer vision tasks, such as object recognition, scene understanding, and image retrieval. Traditional approaches to symmetry detection have primarily relied on manually designing specific features or utilizing handcrafted algorithms. However, recent advancements in deep learning have revolutionized this field. Convolutional neural networks (CNNs) have been effectively employed to automatically learn discriminative representations for symmetry detection. These networks can capture complex patterns and hierarchies in images, enabling the improved performance of symmetry detection algorithms.
Moreover, studies focused on asymmetry analysis have also gained substantial attention. Asymmetry is an essential characteristic in various domains, including medical imaging, biological systems, and art analysis. Detecting and quantifying asymmetry can provide valuable insights into the underlying structures and functions of objects or scenes. Researchers have explored various techniques, ranging from traditional mathematical models to deep-learning-based methods, to extract and analyze asymmetry in images. These advancements have not only facilitated asymmetry detection, but also enabled the development of applications such as facial expression recognition, anomaly detection, and texture analysis.
In addition to symmetry and asymmetry detection, researchers have also made significant progress in the field of image synthesis using symmetry transformations. Image synthesis refers to the process of generating new images based on existing ones or a set of predefined patterns. By leveraging symmetry transformations, researchers have developed algorithms that can generate visually pleasing and realistic images. These algorithms find applications in several domains, including graphics, virtual reality, and augmented reality, enabling the creation of natural-looking and immersive visual experiences.
Overall, the recent advances in image processing with symmetry/asymmetry have generated new possibilities in the fields of computer vision, pattern recognition, and image synthesis. These advancements have not only enhanced the accuracy and efficiency of existing algorithms, but also facilitated the development of innovative applications with wide-ranging potential in various domains.
Dr. Zaidao Wen
Prof. Dr. Guanying Huo
Guest Editors
Manuscript Submission Information
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Keywords
- symmetry detection
- symmetric patterns
- asymmetry analysis
- image segmentation
- image recognition
- texture synthesis
- object detection
- anomaly detection
- scene understanding
- medical image analysis
- visual perception
- algorithms
- computer vision
- robotics
- aesthetics
- pattern recognition
- image enhancement
- feature extraction
- image manipulation
- visual symmetry
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