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An IJSR model for SAR target recognition under multiple views is proposed in this paper.
Moreover, the low-rank matrix recovery strategy is proposed to seek the common support samples for SAR target recognition under multiple views.
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To combine the sparse representation coefficients under the multiple views, an assumption that the multiple views of the same physical target share a common pattern in their sparse representation coefficient vector with respect to the same dictionary is made.
This is because kurtosis is a measure relative to flattening of histogram, and under the mono-camera scenario, using a single camera, the individual representation does not have significant peaks on histogram; in contrast, under the multi-camera scenario, multiple views of people give more different frequencies (more peaks) into histogram.
Experimental results show that the BINGS detector in DTRN is capable of not only observing range-spread targets from multiple views but also achieving effective detection for concealed threats under the circumstance of unknown clutter.
At a minimum, they think that multiple views should exist".
Traditional advertising agencies used to insist on huge viewing figures and multiple views.
Worst: No multiple views.
combination of multiple views.
SR2MCC considers both correlation and sparse discrimination among multiple views.
It's always better to read multiple views from multiple sources before jumping to the conclusions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com