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a |
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b/augmentation_table |
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\begin{tabularx}{\linewidth}{LXXX} |
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\toprule |
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Model & No Augmentation & Vanilla Augmentation & Inpainter+Vanilla Augmentation\\ |
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\midrule |
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\multicolumn{4}{c}{\textbf{Kvasir-SEG }}\\ |
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\midrule |
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DD-DeepLabV3+ & 0.829 & 0.848 & 0.844\\ |
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DeepLab & 0.822 & 0.850 & 0.846\\ |
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FPN & 0.822 & 0.853 & 0.848\\ |
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TriUnet & 0.817 & 0.841 & 0.842\\ |
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Unet & 0.828 & 0.851 & 0.846\\ |
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\midrule |
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\multicolumn{4}{c}{\textbf{Etis-LaribDB}}\\ |
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\midrule |
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DD-DeepLabV3+ & 0.408 & 0.460 & 0.435\\ |
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DeepLab & 0.417 & 0.472 & 0.451\\ |
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FPN & 0.404 & 0.440 & 0.422\\ |
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TriUnet & 0.309 & 0.410 & 0.382\\ |
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Unet & 0.403 & 0.447 & 0.414\\ |
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\midrule |
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\multicolumn{4}{c}{\textbf{CVC-ClinicDB}}\\ |
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\midrule |
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DD-DeepLabV3+ & 0.681 & 0.728 & 0.713\\ |
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DeepLab & 0.684 & 0.733 & 0.718\\ |
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FPN & 0.675 & 0.715 & 0.705\\ |
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TriUnet & 0.623 & 0.684 & 0.659\\ |
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Unet & 0.679 & 0.717 & 0.703\\ |
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\midrule |
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\multicolumn{4}{c}{\textbf{EndoCV2020}}\\ |
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\midrule |
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DD-DeepLabV3+ & 0.596 & 0.668 & 0.668\\ |
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DeepLab & 0.608 & 0.676 & 0.670\\ |
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FPN & 0.600 & 0.662 & 0.661\\ |
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TriUnet & 0.577 & 0.667 & 0.656\\ |
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Unet & 0.598 & 0.660 & 0.665\\ |
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\bottomrule |
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\end{tabularx} |
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\begin{tabularx}{\linewidth}{llXr} |
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\toprule |
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\multicolumn{4}{c}{\textbf{Kvasir-SEG}}\\ |
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\toprule |
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Model & Inpainter + Conventional & None & Conventional\\ |
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\midrule |
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DeepLab & 0.846 & 0.818 & 0.852 \\ |
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FPN & 0.847 & 0.823 & 0.851 \\ |
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DD-DeepLabV3+ & 0.846 & 0.831 & 0.847 \\ |
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TriUnet & 0.849 & 0.822 & 0.844 \\ |
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Unet & 0.842 & 0.828 & 0.850 \\ |
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\toprule |
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\multicolumn{4}{c}{\textbf{Etis-LaribDB}}\\ |
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\toprule |
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Model & Inpainter + Conventional & None & Conventional\\ |
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\midrule |
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DeepLab & 0.452 & 0.412 & 0.467 \\ |
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FPN & 0.427 & 0.403 & 0.439 \\ |
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DD-DeepLabV3+ & 0.427 & 0.405 & 0.468 \\ |
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TriUnet & 0.389 & 0.305 & 0.418 \\ |
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Unet & 0.403 & 0.403 & 0.453 \\ |
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\toprule |
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\multicolumn{4}{c}{\textbf{CVC-ClinicDB}}\\ |
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\toprule |
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Model & Inpainter + Conventional & None & Conventional\\ |
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\midrule |
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DeepLab & 0.719 & 0.677 & 0.735 \\ |
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FPN & 0.703 & 0.677 & 0.716 \\ |
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DD-DeepLabV3+ & 0.714 & 0.683 & 0.733 \\ |
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TriUnet & 0.669 & 0.633 & 0.694 \\ |
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Unet & 0.699 & 0.679 & 0.719 \\ |
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\toprule |
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\multicolumn{4}{c}{\textbf{EndoCV2020}}\\ |
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\toprule |
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Model & Inpainter + Conventional & None & Conventional\\ |
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\midrule |
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DeepLab & 0.668 & 0.603 & 0.677 \\ |
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FPN & 0.665 & 0.604 & 0.662 \\ |
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DD-DeepLabV3+ & 0.666 & 0.595 & 0.666 \\ |
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TriUnet & 0.663 & 0.581 & 0.672 \\ |
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Unet & 0.663 & 0.598 & 0.660 \\ |
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\bottomrule |
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\end{tabularx} |