Analysis of Different Algorithmic Design Techniques for Seam Carving
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arXiv
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| Format: | Preprint |
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2024
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| _version_ | 1866916457102704640 |
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| author | Aijaz, Owais Ali, Syed Muhammad Uyghur, Yousuf |
| author_facet | Aijaz, Owais Ali, Syed Muhammad Uyghur, Yousuf |
| contents | Seam carving, a content-aware image resizing technique, has garnered significant attention for its ability to resize images while preserving important content. In this paper, we conduct a comprehensive analysis of four algorithmic design techniques for seam carving: brute-force, greedy, dynamic programming, and GPU-based parallel algorithms. We begin by presenting a theoretical overview of each technique, discussing their underlying principles and computational complexities. Subsequently, we delve into empirical evaluations, comparing the performance of these algorithms in terms of runtime efficiency. Our experimental results provide insights into the theoretical complexities of the design techniques. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_21207 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Analysis of Different Algorithmic Design Techniques for Seam Carving Aijaz, Owais Ali, Syed Muhammad Uyghur, Yousuf Numerical Analysis Data Structures and Algorithms Seam carving, a content-aware image resizing technique, has garnered significant attention for its ability to resize images while preserving important content. In this paper, we conduct a comprehensive analysis of four algorithmic design techniques for seam carving: brute-force, greedy, dynamic programming, and GPU-based parallel algorithms. We begin by presenting a theoretical overview of each technique, discussing their underlying principles and computational complexities. Subsequently, we delve into empirical evaluations, comparing the performance of these algorithms in terms of runtime efficiency. Our experimental results provide insights into the theoretical complexities of the design techniques. |
| title | Analysis of Different Algorithmic Design Techniques for Seam Carving |
| topic | Numerical Analysis Data Structures and Algorithms |
| url | https://arxiv.org/abs/2410.21207 |