New Robust Regularized Shrinkage Regression for High-Dimensional Image Recovery and Alignment via Affine Transformation and Tikhonov Regularization

<table class="table-group" id="tab2"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Methods</td><td class="align_center">Time (minutes)</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">TRPCA [<a href="/journals/ijmms/2020/1286909/#B30" target="_blank">30</a>]</td><td class="align_center">8</td></tr><tr><td class="align_left">ELTRT [<a href="/journals/ijmms/2020/1286909/#B31" target="_blank">31</a>]</td><td class="align_center">7.56</td></tr><tr><td class="align_left">NRPP [<a href="/journals/ijmms/2020/1286909/#B38" target="_blank">38</a>]</td><td class="align_center">5.67</td></tr><tr><td class="align_left">RIVZ [<a href="/journals/ijmms/2020/1286909/#B39" target="_blank">39</a>]</td><td class="align_center">4</td></tr><tr><td class="align_left">Ours</td><td class="align_center">2.4</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Time complexity of the proposed algorithm.</div>

International Journal of Mathematics and Mathematical Sciences

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Table 2

Table 2: New Robust Regularized Shrinkage Regression for High-Dimensional Image Recovery and Alignment via Affine Transformation and Tikhonov Regularization 

Table 2 | New Robust Regularized Shrinkage Regression for High-Dimensional Image Recovery and Alignment via Affine Transformation and Tikhonov Regularization 