| ชื่อเรื่อง | : | An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation |
| นักวิจัย | : | Wang, Zhimin , Song, Qing , Soh, Yeng Chai , Sim, Kang |
| คำค้น | : | DRNTU::Engineering::Electrical and electronic engineering. |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2556 |
| อ้างอิง | : | Wang, Z., Song, Q., Soh, Y. C., & Sim, K. (2013). An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation. Computer Vision and Image Understanding, 117(10), 1412-1420. , 1077-3142 , http://hdl.handle.net/10220/17364 , http://dx.doi.org/10.1016/j.cviu.2013.05.001 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Computer vision and image understanding |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | This paper presents an adaptive spatial information-theoretic fuzzy clustering algorithm to improve the robustness of the conventional fuzzy c-means (FCM) clustering algorithms for image segmentation. This is achieved through the incorporation of information-theoretic framework into the FCM-type algorithms. By combining these two concepts and modifying the objective function of the FCM algorithm, we are able to solve the problems of sensitivity to noisy data and the lack of spatial information, and improve the image segmentation results. The experimental results have shown that this robust clustering algorithm is useful for MRI brain image segmentation and it yields better segmentation results when compared to the conventional FCM approach. |
| บรรณานุกรม | : |
Wang, Zhimin , Song, Qing , Soh, Yeng Chai , Sim, Kang . (2556). An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Wang, Zhimin , Song, Qing , Soh, Yeng Chai , Sim, Kang . 2556. "An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Wang, Zhimin , Song, Qing , Soh, Yeng Chai , Sim, Kang . "An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2556. Print. Wang, Zhimin , Song, Qing , Soh, Yeng Chai , Sim, Kang . An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2556.
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