--- a +++ b/augmentation_table @@ -0,0 +1,84 @@ +\begin{tabularx}{\linewidth}{LXXX} +\toprule +Model & No Augmentation & Vanilla Augmentation & Inpainter+Vanilla Augmentation\\ +\midrule +\multicolumn{4}{c}{\textbf{Kvasir-SEG }}\\ +\midrule + DD-DeepLabV3+ & 0.829 & 0.848 & 0.844\\ + DeepLab & 0.822 & 0.850 & 0.846\\ + FPN & 0.822 & 0.853 & 0.848\\ + TriUnet & 0.817 & 0.841 & 0.842\\ + Unet & 0.828 & 0.851 & 0.846\\ +\midrule +\multicolumn{4}{c}{\textbf{Etis-LaribDB}}\\ +\midrule + DD-DeepLabV3+ & 0.408 & 0.460 & 0.435\\ + DeepLab & 0.417 & 0.472 & 0.451\\ + FPN & 0.404 & 0.440 & 0.422\\ + TriUnet & 0.309 & 0.410 & 0.382\\ + Unet & 0.403 & 0.447 & 0.414\\ +\midrule +\multicolumn{4}{c}{\textbf{CVC-ClinicDB}}\\ +\midrule + + DD-DeepLabV3+ & 0.681 & 0.728 & 0.713\\ + DeepLab & 0.684 & 0.733 & 0.718\\ + FPN & 0.675 & 0.715 & 0.705\\ + TriUnet & 0.623 & 0.684 & 0.659\\ + Unet & 0.679 & 0.717 & 0.703\\ +\midrule +\multicolumn{4}{c}{\textbf{EndoCV2020}}\\ +\midrule + DD-DeepLabV3+ & 0.596 & 0.668 & 0.668\\ + DeepLab & 0.608 & 0.676 & 0.670\\ + FPN & 0.600 & 0.662 & 0.661\\ + TriUnet & 0.577 & 0.667 & 0.656\\ + Unet & 0.598 & 0.660 & 0.665\\ +\bottomrule +\end{tabularx} + + + \begin{tabularx}{\linewidth}{llXr} +\toprule + \multicolumn{4}{c}{\textbf{Kvasir-SEG}}\\ +\toprule +Model & Inpainter + Conventional & None & Conventional\\ +\midrule + DeepLab & 0.846 & 0.818 & 0.852 \\ + FPN & 0.847 & 0.823 & 0.851 \\ + DD-DeepLabV3+ & 0.846 & 0.831 & 0.847 \\ + TriUnet & 0.849 & 0.822 & 0.844 \\ + Unet & 0.842 & 0.828 & 0.850 \\ + +\toprule + \multicolumn{4}{c}{\textbf{Etis-LaribDB}}\\ +\toprule +Model & Inpainter + Conventional & None & Conventional\\ +\midrule + DeepLab & 0.452 & 0.412 & 0.467 \\ + FPN & 0.427 & 0.403 & 0.439 \\ + DD-DeepLabV3+ & 0.427 & 0.405 & 0.468 \\ + TriUnet & 0.389 & 0.305 & 0.418 \\ + Unet & 0.403 & 0.403 & 0.453 \\ +\toprule + \multicolumn{4}{c}{\textbf{CVC-ClinicDB}}\\ +\toprule +Model & Inpainter + Conventional & None & Conventional\\ +\midrule + DeepLab & 0.719 & 0.677 & 0.735 \\ + FPN & 0.703 & 0.677 & 0.716 \\ + DD-DeepLabV3+ & 0.714 & 0.683 & 0.733 \\ + TriUnet & 0.669 & 0.633 & 0.694 \\ + Unet & 0.699 & 0.679 & 0.719 \\ +\toprule + \multicolumn{4}{c}{\textbf{EndoCV2020}}\\ +\toprule +Model & Inpainter + Conventional & None & Conventional\\ +\midrule + DeepLab & 0.668 & 0.603 & 0.677 \\ + FPN & 0.665 & 0.604 & 0.662 \\ + DD-DeepLabV3+ & 0.666 & 0.595 & 0.666 \\ + TriUnet & 0.663 & 0.581 & 0.672 \\ + Unet & 0.663 & 0.598 & 0.660 \\ +\bottomrule +\end{tabularx} \ No newline at end of file