The application of tensor ring and tensor train completion to image recovery
سال انتشار: 1402
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 120
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شناسه ملی سند علمی:
JR_IJNAA-14-3_019
تاریخ نمایه سازی: 26 مرداد 1402
چکیده مقاله:
Tensor completion has numerous applications in digital image processing such as image recovery and video overlay. In this paper, we consider two new approaches to tensor completion. Efficient low-rank tensor with tensor train and tensor ring for image recovery, some basic concepts about tensor algebra and completion problems are presented, after that Tensor completion based on the tensor train and tensor ring are offered and implemented on some examples for image recovery with different observed ratios. The results of these implementations are compared and final results are proposed.
کلیدواژه ها:
نویسندگان
Hamid Yazdani
Department of Mathematics, Faculty of Basic Sciences, Imam Hossein Comprehensive University, Tehran, Iran
Alireza Shojaeifard
Department of Mathematics, Faculty of Basic Sciences, Imam Hossein Comprehensive University, Tehran, Iran
Mohsen Sahrezai
Faculty of Defense and Engineering, Imam Hossein University, Tehran, Iran