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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2025
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2510.16154 |
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| _version_ | 1866908967111753728 |
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| author | Oliviero, Alessio Cacace, Simone Visconti, Giuseppe |
| author_facet | Oliviero, Alessio Cacace, Simone Visconti, Giuseppe |
| contents | We investigate the use of multi-agent systems to solve classical image processing tasks, such as colour quantization and segmentation. We frame the task as an optimal control problem, where the objective is to steer the multi-agent dynamics to obtain colour clusters that segment the image. To do so, we balance the total variation of the colour field and fidelity to the original image. The solution is obtained resorting to primal-dual splitting and the method of multipliers. Numerical experiments, implemented in parallel with CUDA, demonstrate the efficacy of the approach and its potential for high-dimensional data. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2510_16154 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Agent-Based Optimal Control for Image Processing Oliviero, Alessio Cacace, Simone Visconti, Giuseppe Optimization and Control Numerical Analysis 68U10, 82C22, 49M25, 49N90 We investigate the use of multi-agent systems to solve classical image processing tasks, such as colour quantization and segmentation. We frame the task as an optimal control problem, where the objective is to steer the multi-agent dynamics to obtain colour clusters that segment the image. To do so, we balance the total variation of the colour field and fidelity to the original image. The solution is obtained resorting to primal-dual splitting and the method of multipliers. Numerical experiments, implemented in parallel with CUDA, demonstrate the efficacy of the approach and its potential for high-dimensional data. |
| title | Agent-Based Optimal Control for Image Processing |
| topic | Optimization and Control Numerical Analysis 68U10, 82C22, 49M25, 49N90 |
| url | https://arxiv.org/abs/2510.16154 |