The application of tensor ring and tensor train completion to image recovery

سال انتشار: 1402
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 66

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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.

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