Histoboard - Pathology Foundation Model Benchmarks

Back to Benchmarks

Stanford PathBench
pathology
H&E

Comprehensive benchmark evaluating 31 foundation models across 41 tasks from TCGA, CPTAC, and external datasets.

22 models evaluated

41 tasks

Organs:

lung

brain

breast

prostate

kidney

colon

rectum

bladder

skin

gi

multi-organ

Detailed Results

Model	Average rank	Average metric	BACH AUROC	Bladder Histology Subtype AUROC	Bladder mRNA Cluster AUROC	BRACS AUROC	Brain Expression Subtype AUROC	Brain Histology Subtype AUROC	Brain Necrosis AUROC	BreakHis AUROC	Chromatin Remodeling AUROC	ER Status AUROC	ERG Status AUROC	GI Subtype AUROC	IDH Status AUROC	Immune Group AUROC	Kidney Subtype AUROC	LC25000 AUROC	Lung Expression Subtype AUROC	Lung Grade AUROC	Lung Histology (OOD 1) AUROC	Lung Histology (OOD 2) AUROC	Lung Stage AUROC	Lung Stage (OOD) AUROC	LUSC vs LUAD AUROC	MGMT Status AUROC	MGMT Status (OOD) AUROC	MHIST AUROC	mTOR Pathway AUROC	MYC Activation (CPTAC) AUROC	MYC Status AUROC	NCT-CRC-HE AUROC	P53 Pathway AUROC	PAM50 Status AUROC	PI3K Pathway AUROC	PR Status AUROC	Prostate mRNA Cluster AUROC	SICAPv2 AUROC	SWI/SNF Pathway AUROC	Tumor Grade (CPTAC) AUROC	Tumor Grade (TCGA) AUROC	Tumor Label AUROC	UniToPatho AUROC
1Virchow2	4.90	0.830	0.991 [0.98-1.00]	0.703 [0.57-0.82]	0.884 [0.82-0.95]	0.939 [0.92-0.95]	0.829 [0.79-0.86]	0.845 [0.79-0.90]	0.592 [0.40-0.79]	0.984 [0.98-0.99]	0.809 [0.74-0.86]	0.903 [0.85-0.95]	0.839 [0.78-0.89]	0.748 [0.69-0.80]	0.960 [0.93-0.98]	0.888 [0.87-0.91]	0.983 [0.96-1.00]	1.000 [1.00-1.00]	0.925 [0.90-0.95]	0.738 [0.66-0.81]	0.854 [0.67-0.99]	0.848 [0.75-0.94]	0.620 [0.49-0.74]	0.475 [0.24-0.73]	0.961 [0.95-0.97]	0.695 [0.64-0.75]	0.485 [0.28-0.70]	0.941 [0.93-0.95]	0.766 [0.70-0.83]	0.845 [0.80-0.88]	0.659 [0.62-0.69]	0.997 [1.00-1.00]	0.900 [0.85-0.94]	0.820 [0.75-0.88]	0.745 [0.73-0.76]	0.777 [0.71-0.85]	0.822 [0.77-0.87]	0.955 [0.95-0.96]	0.844 [0.79-0.90]	0.805 [0.73-0.87]	0.783 [0.74-0.82]	0.996 [0.99-1.00]	0.864 [0.85-0.87]
2UNI	5.07	0.826	0.988 [0.98-1.00]	0.701 [0.56-0.82]	0.887 [0.82-0.94]	0.931 [0.91-0.95]	0.839 [0.80-0.87]	0.830 [0.77-0.89]	0.653 [0.46-0.83]	0.974 [0.97-0.98]	0.836 [0.78-0.89]	0.912 [0.85-0.96]	0.811 [0.74-0.87]	0.735 [0.68-0.79]	0.955 [0.92-0.98]	0.885 [0.86-0.90]	0.962 [0.93-0.99]	1.000 [1.00-1.00]	0.930 [0.90-0.95]	0.734 [0.66-0.81]	0.764 [0.51-0.96]	0.854 [0.76-0.94]	0.642 [0.52-0.76]	0.446 [0.21-0.69]	0.971 [0.96-0.98]	0.693 [0.64-0.75]	0.558 [0.33-0.78]	0.892 [0.87-0.91]	0.777 [0.71-0.84]	0.863 [0.83-0.90]	0.657 [0.62-0.69]	0.997 [1.00-1.00]	0.894 [0.85-0.93]	0.806 [0.73-0.87]	0.722 [0.70-0.74]	0.760 [0.69-0.82]	0.820 [0.77-0.87]	0.940 [0.93-0.95]	0.824 [0.77-0.88]	0.818 [0.75-0.88]	0.776 [0.74-0.81]	0.996 [0.99-1.00]	0.824 [0.81-0.83]
3H-optimus-0	5.46	0.824	0.970 [0.95-0.99]	0.689 [0.55-0.81]	0.883 [0.81-0.94]	0.911 [0.89-0.93]	0.838 [0.80-0.87]	0.843 [0.79-0.90]	0.585 [0.38-0.78]	0.974 [0.97-0.98]	0.823 [0.76-0.88]	0.930 [0.88-0.97]	0.805 [0.73-0.87]	0.717 [0.66-0.77]	0.974 [0.95-0.99]	0.891 [0.87-0.91]	0.967 [0.94-0.99]	1.000 [1.00-1.00]	0.922 [0.89-0.95]	0.741 [0.67-0.81]	0.794 [0.57-0.96]	0.849 [0.75-0.93]	0.650 [0.53-0.76]	0.407 [0.18-0.67]	0.964 [0.95-0.98]	0.669 [0.62-0.72]	0.569 [0.34-0.77]	0.892 [0.87-0.91]	0.772 [0.71-0.83]	0.868 [0.83-0.91]	0.676 [0.64-0.71]	0.998 [1.00-1.00]	0.913 [0.87-0.95]	0.786 [0.72-0.85]	0.737 [0.72-0.76]	0.787 [0.72-0.85]	0.810 [0.76-0.86]	0.935 [0.93-0.94]	0.836 [0.78-0.89]	0.830 [0.77-0.89]	0.775 [0.73-0.81]	0.995 [0.99-1.00]	0.826 [0.82-0.84]
4Prov-GigaPath	4.95	0.824	0.982 [0.97-0.99]	0.716 [0.58-0.83]	0.879 [0.80-0.94]	0.937 [0.92-0.95]	0.845 [0.81-0.88]	0.857 [0.80-0.91]	0.588 [0.39-0.77]	0.966 [0.96-0.97]	0.805 [0.75-0.87]	0.910 [0.85-0.96]	0.792 [0.72-0.86]	0.734 [0.68-0.79]	0.970 [0.94-0.99]	0.886 [0.86-0.91]	0.968 [0.94-0.99]	1.000 [1.00-1.00]	0.932 [0.91-0.95]	0.715 [0.64-0.79]	0.805 [0.57-0.96]	0.856 [0.76-0.94]	0.675 [0.55-0.80]	0.434 [0.23-0.64]	0.967 [0.95-0.98]	0.699 [0.64-0.75]	0.474 [0.27-0.68]	0.892 [0.87-0.91]	0.768 [0.70-0.83]	0.863 [0.83-0.90]	0.680 [0.64-0.71]	0.998 [1.00-1.00]	0.894 [0.84-0.94]	0.826 [0.76-0.88]	0.733 [0.71-0.75]	0.787 [0.72-0.85]	0.799 [0.75-0.85]	0.936 [0.93-0.94]	0.819 [0.76-0.87]	0.786 [0.71-0.85]	0.776 [0.73-0.82]	0.997 [0.99-1.00]	0.839 [0.83-0.85]
5UNI2	5.88	0.820	0.982 [0.97-0.99]	0.725 [0.60-0.84]	0.843 [0.77-0.91]	0.913 [0.89-0.93]	0.831 [0.79-0.87]	0.819 [0.76-0.88]	0.512 [0.31-0.71]	0.977 [0.97-0.98]	0.825 [0.76-0.88]	0.915 [0.86-0.96]	0.783 [0.71-0.84]	0.712 [0.66-0.77]	0.964 [0.94-0.98]	0.896 [0.88-0.92]	0.972 [0.94-0.99]	1.000 [1.00-1.00]	0.914 [0.88-0.94]	0.685 [0.61-0.77]	0.798 [0.57-0.96]	0.832 [0.75-0.92]	0.647 [0.53-0.76]	0.475 [0.25-0.71]	0.964 [0.95-0.98]	0.710 [0.65-0.76]	0.440 [0.24-0.66]	0.903 [0.88-0.92]	0.773 [0.71-0.83]	0.858 [0.82-0.90]	0.680 [0.65-0.71]	0.996 [1.00-1.00]	0.889 [0.84-0.93]	0.788 [0.72-0.85]	0.740 [0.72-0.76]	0.795 [0.72-0.86]	0.815 [0.76-0.86]	0.956 [0.95-0.96]	0.822 [0.76-0.87]	0.828 [0.76-0.89]	0.783 [0.74-0.82]	0.994 [0.99-1.00]	0.857 [0.85-0.87]
6H0-mini	7.15	0.817	0.970 [0.95-0.99]	0.700 [0.57-0.82]	0.849 [0.76-0.92]	0.910 [0.89-0.93]	0.828 [0.79-0.86]	0.835 [0.78-0.89]	0.595 [0.38-0.80]	0.956 [0.95-0.96]	0.795 [0.73-0.85]	0.908 [0.85-0.96]	0.794 [0.72-0.86]	0.745 [0.69-0.80]	0.968 [0.94-0.99]	0.882 [0.86-0.90]	0.965 [0.93-0.99]	1.000 [1.00-1.00]	0.926 [0.90-0.95]	0.715 [0.64-0.79]	0.781 [0.55-0.96]	0.851 [0.75-0.93]	0.632 [0.51-0.75]	0.398 [0.19-0.61]	0.963 [0.95-0.98]	0.704 [0.65-0.76]	0.521 [0.30-0.73]	0.884 [0.86-0.90]	0.748 [0.68-0.81]	0.842 [0.80-0.88]	0.663 [0.63-0.70]	0.998 [1.00-1.00]	0.902 [0.85-0.94]	0.819 [0.75-0.88]	0.734 [0.72-0.75]	0.775 [0.71-0.84]	0.810 [0.76-0.86]	0.924 [0.92-0.93]	0.831 [0.78-0.88]	0.800 [0.72-0.87]	0.766 [0.72-0.80]	0.996 [0.99-1.00]	0.824 [0.81-0.83]
7Virchow	7.93	0.809	0.961 [0.94-0.98]	0.704 [0.58-0.82]	0.849 [0.76-0.92]	0.911 [0.89-0.93]	0.826 [0.79-0.86]	0.833 [0.78-0.89]	0.611 [0.42-0.81]	0.962 [0.96-0.97]	0.824 [0.77-0.88]	0.863 [0.79-0.92]	0.752 [0.68-0.82]	0.697 [0.64-0.76]	0.968 [0.94-0.99]	0.882 [0.86-0.90]	0.955 [0.92-0.99]	1.000 [1.00-1.00]	0.900 [0.87-0.93]	0.689 [0.61-0.77]	0.705 [0.44-0.92]	0.850 [0.76-0.94]	0.657 [0.53-0.78]	0.333 [0.13-0.55]	0.957 [0.94-0.97]	0.704 [0.65-0.75]	0.519 [0.29-0.73]	0.896 [0.88-0.92]	0.761 [0.70-0.82]	0.834 [0.79-0.88]	0.677 [0.64-0.71]	0.998 [1.00-1.00]	0.900 [0.85-0.94]	0.789 [0.73-0.85]	0.725 [0.71-0.74]	0.778 [0.71-0.85]	0.779 [0.72-0.83]	0.932 [0.93-0.94]	0.816 [0.76-0.87]	0.814 [0.74-0.88]	0.774 [0.73-0.81]	0.995 [0.99-1.00]	0.808 [0.80-0.82]
8EXAONEPath	9.61	0.808	0.987 [0.98-1.00]	0.709 [0.58-0.82]	0.878 [0.80-0.94]	0.917 [0.90-0.93]	0.829 [0.79-0.86]	0.882 [0.83-0.93]	0.669 [0.49-0.84]	0.959 [0.95-0.97]	0.824 [0.76-0.88]	0.860 [0.79-0.92]	0.773 [0.70-0.84]	0.704 [0.64-0.76]	0.964 [0.94-0.98]	0.848 [0.82-0.87]	0.953 [0.91-0.99]	1.000 [1.00-1.00]	0.898 [0.86-0.93]	0.704 [0.62-0.78]	0.749 [0.53-0.95]	0.813 [0.71-0.90]	0.631 [0.50-0.75]	0.360 [0.18-0.56]	0.943 [0.92-0.96]	0.672 [0.62-0.72]	0.518 [0.29-0.72]	0.908 [0.89-0.93]	0.816 [0.76-0.87]	0.823 [0.78-0.86]	0.612 [0.58-0.65]	0.995 [0.99-1.00]	0.876 [0.82-0.92]	0.780 [0.70-0.86]	0.700 [0.68-0.72]	0.724 [0.64-0.80]	0.779 [0.72-0.83]	0.912 [0.90-0.92]	0.813 [0.75-0.87]	0.801 [0.72-0.87]	0.736 [0.69-0.78]	0.995 [0.99-1.00]	0.819 [0.81-0.83]
9GPFM	10.12	0.801	0.922 [0.89-0.95]	0.644 [0.50-0.78]	0.845 [0.77-0.91]	0.884 [0.86-0.90]	0.818 [0.78-0.85]	0.807 [0.75-0.87]	0.592 [0.39-0.78]	0.969 [0.96-0.97]	0.789 [0.72-0.85]	0.918 [0.87-0.96]	0.739 [0.66-0.81]	0.690 [0.63-0.75]	0.960 [0.93-0.98]	0.876 [0.85-0.90]	0.971 [0.94-0.99]	1.000 [1.00-1.00]	0.909 [0.88-0.94]	0.679 [0.60-0.76]	0.689 [0.43-0.92]	0.843 [0.76-0.92]	0.636 [0.51-0.75]	0.390 [0.24-0.54]	0.952 [0.93-0.97]	0.699 [0.64-0.76]	0.544 [0.30-0.75]	0.806 [0.78-0.83]	0.750 [0.69-0.81]	0.828 [0.79-0.87]	0.667 [0.63-0.70]	0.997 [1.00-1.00]	0.886 [0.83-0.93]	0.763 [0.69-0.83]	0.720 [0.70-0.74]	0.772 [0.70-0.84]	0.795 [0.74-0.84]	0.927 [0.92-0.93]	0.804 [0.74-0.86]	0.770 [0.70-0.83]	0.778 [0.74-0.82]	0.989 [0.98-0.99]	0.808 [0.80-0.82]
10Hibou-L	9.95	0.800	0.973 [0.95-0.99]	0.682 [0.55-0.81]	0.816 [0.73-0.89]	0.928 [0.91-0.94]	0.802 [0.77-0.84]	0.800 [0.74-0.86]	0.601 [0.41-0.79]	0.951 [0.94-0.96]	0.799 [0.74-0.85]	0.868 [0.80-0.93]	0.740 [0.66-0.82]	0.681 [0.62-0.74]	0.960 [0.93-0.98]	0.873 [0.85-0.90]	0.959 [0.93-0.99]	1.000 [1.00-1.00]	0.878 [0.84-0.91]	0.671 [0.58-0.75]	0.558 [0.29-0.81]	0.857 [0.77-0.93]	0.678 [0.57-0.79]	0.550 [0.34-0.79]	0.935 [0.92-0.95]	0.711 [0.66-0.76]	0.477 [0.27-0.68]	0.890 [0.87-0.91]	0.748 [0.69-0.81]	0.841 [0.80-0.88]	0.643 [0.61-0.68]	0.998 [1.00-1.00]	0.886 [0.84-0.93]	0.775 [0.70-0.85]	0.708 [0.69-0.73]	0.722 [0.65-0.79]	0.792 [0.74-0.84]	0.944 [0.94-0.95]	0.786 [0.73-0.84]	0.751 [0.68-0.82]	0.744 [0.70-0.79]	0.984 [0.98-0.99]	0.853 [0.84-0.86]
11Lunit ViT-S/16	11.85	0.790	0.983 [0.97-0.99]	0.638 [0.50-0.77]	0.803 [0.71-0.88]	0.932 [0.92-0.95]	0.781 [0.74-0.82]	0.812 [0.74-0.88]	0.616 [0.41-0.81]	0.952 [0.94-0.96]	0.759 [0.69-0.82]	0.826 [0.75-0.90]	0.783 [0.71-0.85]	0.689 [0.63-0.74]	0.958 [0.93-0.98]	0.860 [0.84-0.88]	0.953 [0.92-0.98]	1.000 [1.00-1.00]	0.911 [0.88-0.94]	0.696 [0.62-0.77]	0.625 [0.34-0.87]	0.819 [0.72-0.91]	0.667 [0.55-0.78]	0.603 [0.38-0.81]	0.941 [0.92-0.96]	0.665 [0.61-0.72]	0.419 [0.23-0.62]	0.850 [0.82-0.87]	0.734 [0.66-0.80]	0.809 [0.76-0.85]	0.619 [0.58-0.66]	0.998 [1.00-1.00]	0.853 [0.79-0.90]	0.741 [0.66-0.82]	0.703 [0.68-0.72]	0.710 [0.63-0.79]	0.781 [0.72-0.83]	0.935 [0.93-0.94]	0.731 [0.66-0.80]	0.725 [0.64-0.80]	0.708 [0.66-0.75]	0.988 [0.98-0.99]	0.834 [0.82-0.84]
12CONCH	12.71	0.790	0.975 [0.96-0.99]	0.642 [0.50-0.78]	0.834 [0.76-0.91]	0.902 [0.88-0.92]	0.774 [0.74-0.81]	0.806 [0.74-0.86]	0.483 [0.29-0.68]	0.923 [0.91-0.93]	0.742 [0.67-0.81]	0.909 [0.85-0.96]	0.694 [0.61-0.77]	0.635 [0.58-0.69]	0.934 [0.90-0.96]	0.858 [0.83-0.88]	0.966 [0.94-0.99]	1.000 [1.00-1.00]	0.843 [0.81-0.88]	0.653 [0.58-0.73]	0.849 [0.62-1.00]	0.880 [0.80-0.95]	0.639 [0.52-0.76]	0.648 [0.50-0.79]	0.918 [0.89-0.94]	0.672 [0.62-0.73]	0.433 [0.22-0.66]	0.855 [0.83-0.88]	0.763 [0.70-0.82]	0.810 [0.76-0.85]	0.621 [0.58-0.66]	0.995 [0.99-1.00]	0.871 [0.82-0.92]	0.750 [0.67-0.82]	0.691 [0.67-0.71]	0.744 [0.67-0.82]	0.730 [0.67-0.79]	0.931 [0.92-0.94]	0.723 [0.65-0.79]	0.764 [0.69-0.84]	0.694 [0.65-0.74]	0.993 [0.99-1.00]	0.851 [0.84-0.86]
13Phikon	11.15	0.790	0.992 [0.98-1.00]	0.731 [0.61-0.84]	0.815 [0.72-0.89]	0.915 [0.90-0.93]	0.774 [0.73-0.81]	0.782 [0.72-0.85]	0.661 [0.47-0.84]	0.966 [0.96-0.97]	0.807 [0.75-0.86]	0.841 [0.76-0.91]	0.778 [0.70-0.85]	0.686 [0.63-0.74]	0.945 [0.91-0.98]	0.858 [0.83-0.88]	0.947 [0.91-0.98]	1.000 [1.00-1.00]	0.903 [0.87-0.93]	0.680 [0.60-0.76]	0.597 [0.31-0.86]	0.812 [0.71-0.90]	0.666 [0.55-0.78]	0.487 [0.31-0.68]	0.941 [0.92-0.96]	0.705 [0.65-0.76]	0.497 [0.29-0.71]	0.858 [0.84-0.88]	0.747 [0.68-0.81]	0.877 [0.84-0.91]	0.625 [0.59-0.66]	0.994 [0.99-0.99]	0.863 [0.80-0.91]	0.775 [0.70-0.84]	0.705 [0.68-0.72]	0.705 [0.62-0.78]	0.507 [0.44-0.57]	0.908 [0.90-0.92]	0.762 [0.69-0.83]	0.743 [0.66-0.83]	0.726 [0.68-0.77]	0.993 [0.99-1.00]	0.817 [0.81-0.83]
14Kaiko ViT-B/8	12.46	0.788	0.980 [0.96-1.00]	0.604 [0.45-0.74]	0.800 [0.71-0.88]	0.925 [0.91-0.94]	0.805 [0.77-0.84]	0.780 [0.71-0.84]	0.687 [0.48-0.85]	0.958 [0.95-0.96]	0.799 [0.73-0.86]	0.841 [0.76-0.91]	0.746 [0.67-0.82]	0.664 [0.61-0.71]	0.954 [0.92-0.98]	0.845 [0.82-0.87]	0.943 [0.90-0.98]	1.000 [1.00-1.00]	0.855 [0.82-0.89]	0.663 [0.58-0.74]	0.598 [0.28-0.87]	0.858 [0.77-0.94]	0.614 [0.50-0.74]	0.516 [0.31-0.73]	0.925 [0.90-0.95]	0.685 [0.63-0.74]	0.472 [0.27-0.68]	0.849 [0.82-0.87]	0.754 [0.69-0.82]	0.847 [0.80-0.88]	0.649 [0.61-0.68]	0.995 [0.99-1.00]	0.850 [0.79-0.90]	0.702 [0.62-0.78]	0.703 [0.68-0.72]	0.714 [0.63-0.79]	0.759 [0.70-0.81]	0.923 [0.92-0.93]	0.760 [0.70-0.83]	0.735 [0.65-0.81]	0.745 [0.70-0.79]	0.985 [0.98-0.99]	0.829 [0.82-0.84]
15Phikon-v2	12.68	0.783	0.928 [0.90-0.95]	0.608 [0.47-0.75]	0.743 [0.66-0.83]	0.860 [0.84-0.88]	0.779 [0.74-0.82]	0.792 [0.73-0.85]	0.514 [0.31-0.72]	0.957 [0.95-0.96]	0.771 [0.70-0.83]	0.893 [0.83-0.94]	0.616 [0.53-0.70]	0.650 [0.59-0.70]	0.947 [0.91-0.97]	0.858 [0.83-0.88]	0.966 [0.94-0.99]	1.000 [1.00-1.00]	0.860 [0.83-0.89]	0.644 [0.56-0.72]	0.673 [0.43-0.90]	0.836 [0.76-0.91]	0.658 [0.55-0.77]	0.546 [0.37-0.73]	0.942 [0.92-0.96]	0.684 [0.62-0.74]	0.535 [0.33-0.77]	0.753 [0.73-0.78]	0.760 [0.70-0.82]	0.826 [0.78-0.87]	0.653 [0.62-0.69]	0.996 [0.99-1.00]	0.893 [0.85-0.94]	0.683 [0.60-0.76]	0.716 [0.70-0.73]	0.747 [0.68-0.82]	0.755 [0.69-0.81]	0.899 [0.89-0.91]	0.804 [0.74-0.86]	0.794 [0.73-0.86]	0.752 [0.71-0.79]	0.986 [0.98-0.99]	0.809 [0.80-0.82]
16TITAN	13.12	0.782	0.976 [0.96-0.99]	0.630 [0.48-0.76]	0.815 [0.73-0.90]	0.895 [0.88-0.91]	0.772 [0.73-0.81]	0.817 [0.76-0.87]	0.554 [0.36-0.76]	0.908 [0.90-0.92]	0.723 [0.65-0.79]	0.849 [0.78-0.92]	0.719 [0.64-0.79]	0.661 [0.60-0.72]	0.943 [0.91-0.97]	0.858 [0.83-0.88]	0.962 [0.93-0.99]	0.999 [1.00-1.00]	0.868 [0.83-0.90]	0.684 [0.60-0.76]	0.753 [0.52-0.95]	0.881 [0.79-0.95]	0.653 [0.53-0.78]	0.434 [0.24-0.64]	0.917 [0.89-0.94]	0.661 [0.60-0.72]	0.334 [0.14-0.55]	0.844 [0.82-0.87]	0.742 [0.67-0.80]	0.803 [0.76-0.85]	0.637 [0.60-0.67]	0.997 [1.00-1.00]	0.871 [0.82-0.92]	0.799 [0.72-0.87]	0.696 [0.68-0.72]	0.748 [0.67-0.82]	0.711 [0.65-0.78]	0.932 [0.92-0.94]	0.748 [0.68-0.81]	0.732 [0.66-0.81]	0.706 [0.66-0.75]	0.994 [0.99-1.00]	0.850 [0.84-0.86]
17HIPT	16.80	0.751	0.892 [0.85-0.93]	0.534 [0.39-0.69]	0.743 [0.65-0.83]	0.855 [0.83-0.88]	0.740 [0.70-0.78]	0.775 [0.72-0.83]	0.617 [0.42-0.80]	0.924 [0.91-0.93]	0.757 [0.69-0.82]	0.809 [0.73-0.88]	0.725 [0.64-0.80]	0.622 [0.56-0.68]	0.939 [0.90-0.97]	0.810 [0.78-0.84]	0.911 [0.86-0.95]	0.999 [1.00-1.00]	0.824 [0.78-0.86]	0.624 [0.53-0.70]	0.677 [0.39-0.91]	0.890 [0.81-0.96]	0.633 [0.52-0.75]	0.479 [0.27-0.70]	0.860 [0.83-0.89]	0.677 [0.62-0.73]	0.477 [0.26-0.70]	0.827 [0.80-0.85]	0.699 [0.63-0.76]	0.790 [0.74-0.84]	0.628 [0.59-0.67]	0.994 [0.99-0.99]	0.845 [0.78-0.90]	0.684 [0.60-0.77]	0.658 [0.64-0.68]	0.677 [0.60-0.75]	0.443 [0.38-0.51]	0.846 [0.83-0.86]	0.776 [0.72-0.84]	0.693 [0.61-0.77]	0.654 [0.61-0.70]	0.980 [0.97-0.99]	0.788 [0.78-0.80]
18MI-Zero (PubMed)	17.27	0.749	0.863 [0.82-0.90]	0.662 [0.53-0.79]	0.740 [0.64-0.83]	0.857 [0.84-0.88]	0.701 [0.66-0.74]	0.778 [0.72-0.83]	0.617 [0.41-0.80]	0.854 [0.84-0.87]	0.705 [0.63-0.77]	0.819 [0.74-0.88]	0.599 [0.52-0.68]	0.604 [0.54-0.67]	0.870 [0.81-0.92]	0.806 [0.78-0.83]	0.929 [0.90-0.96]	0.999 [1.00-1.00]	0.801 [0.76-0.83]	0.642 [0.56-0.72]	0.725 [0.45-0.96]	0.839 [0.77-0.91]	0.630 [0.50-0.75]	0.441 [0.24-0.64]	0.907 [0.88-0.93]	0.646 [0.59-0.70]	0.520 [0.30-0.72]	0.681 [0.65-0.71]	0.701 [0.63-0.77]	0.779 [0.73-0.83]	0.617 [0.58-0.66]	0.996 [1.00-1.00]	0.836 [0.78-0.88]	0.678 [0.59-0.75]	0.663 [0.64-0.68]	0.686 [0.60-0.77]	0.648 [0.58-0.71]	0.907 [0.90-0.92]	0.782 [0.72-0.84]	0.712 [0.64-0.78]	0.683 [0.64-0.73]	0.972 [0.96-0.98]	0.797 [0.79-0.81]
19PLIP	17.49	0.745	0.900 [0.87-0.93]	0.602 [0.45-0.74]	0.739 [0.64-0.83]	0.861 [0.84-0.88]	0.718 [0.68-0.76]	0.769 [0.70-0.83]	0.635 [0.44-0.83]	0.927 [0.92-0.94]	0.733 [0.66-0.80]	0.797 [0.71-0.87]	0.603 [0.52-0.69]	0.561 [0.49-0.62]	0.903 [0.85-0.95]	0.783 [0.75-0.81]	0.922 [0.88-0.96]	0.998 [1.00-1.00]	0.757 [0.72-0.80]	0.646 [0.56-0.72]	0.704 [0.42-0.98]	0.853 [0.78-0.91]	0.628 [0.51-0.75]	0.438 [0.24-0.64]	0.860 [0.83-0.89]	0.683 [0.63-0.73]	0.561 [0.35-0.77]	0.772 [0.74-0.80]	0.690 [0.62-0.75]	0.758 [0.70-0.81]	0.596 [0.56-0.63]	0.995 [0.99-1.00]	0.804 [0.74-0.86]	0.636 [0.55-0.71]	0.652 [0.63-0.67]	0.645 [0.56-0.73]	0.638 [0.57-0.70]	0.894 [0.88-0.90]	0.760 [0.70-0.82]	0.735 [0.66-0.81]	0.665 [0.61-0.71]	0.955 [0.94-0.97]	0.759 [0.75-0.77]
20MI-Zero (BioClinical)	17.85	0.741	0.851 [0.80-0.89]	0.660 [0.52-0.79]	0.735 [0.64-0.82]	0.880 [0.86-0.90]	0.711 [0.67-0.75]	0.789 [0.72-0.85]	0.515 [0.31-0.72]	0.848 [0.83-0.86]	0.701 [0.63-0.77]	0.802 [0.72-0.88]	0.588 [0.50-0.67]	0.577 [0.52-0.64]	0.885 [0.83-0.93]	0.805 [0.78-0.83]	0.931 [0.90-0.96]	0.999 [1.00-1.00]	0.792 [0.76-0.82]	0.644 [0.57-0.72]	0.682 [0.38-0.92]	0.845 [0.77-0.91]	0.625 [0.50-0.75]	0.347 [0.18-0.51]	0.898 [0.87-0.92]	0.648 [0.59-0.70]	0.554 [0.34-0.77]	0.686 [0.65-0.72]	0.685 [0.62-0.76]	0.771 [0.72-0.82]	0.621 [0.59-0.66]	0.996 [1.00-1.00]	0.823 [0.77-0.88]	0.654 [0.57-0.74]	0.666 [0.65-0.69]	0.683 [0.60-0.76]	0.663 [0.60-0.72]	0.906 [0.90-0.91]	0.748 [0.68-0.81]	0.697 [0.62-0.77]	0.687 [0.64-0.73]	0.973 [0.96-0.98]	0.804 [0.79-0.81]
21QuiltNet	19.39	0.730	0.836 [0.79-0.88]	0.690 [0.55-0.82]	0.714 [0.62-0.80]	0.849 [0.82-0.87]	0.696 [0.65-0.74]	0.764 [0.70-0.82]	0.479 [0.28-0.67]	0.834 [0.82-0.85]	0.691 [0.62-0.76]	0.750 [0.66-0.83]	0.582 [0.49-0.67]	0.561 [0.51-0.62]	0.886 [0.83-0.93]	0.793 [0.77-0.82]	0.932 [0.90-0.96]	0.995 [0.99-1.00]	0.758 [0.72-0.80]	0.645 [0.57-0.72]	0.625 [0.37-0.88]	0.846 [0.77-0.91]	0.625 [0.48-0.75]	0.467 [0.25-0.71]	0.842 [0.81-0.87]	0.673 [0.61-0.73]	0.541 [0.33-0.75]	0.737 [0.71-0.77]	0.669 [0.60-0.74]	0.753 [0.70-0.80]	0.573 [0.54-0.61]	0.993 [0.99-0.99]	0.829 [0.77-0.88]	0.647 [0.55-0.73]	0.650 [0.63-0.67]	0.634 [0.54-0.71]	0.661 [0.59-0.72]	0.872 [0.86-0.88]	0.743 [0.68-0.80]	0.720 [0.64-0.80]	0.661 [0.62-0.71]	0.956 [0.94-0.97]	0.751 [0.74-0.76]
22CTransPath	19.20	0.726	0.884 [0.85-0.92]	0.572 [0.43-0.70]	0.668 [0.57-0.76]	0.858 [0.84-0.88]	0.703 [0.66-0.74]	0.777 [0.70-0.84]	0.551 [0.34-0.74]	0.884 [0.87-0.90]	0.728 [0.65-0.80]	0.761 [0.66-0.84]	0.557 [0.47-0.64]	0.568 [0.51-0.63]	0.879 [0.82-0.93]	0.783 [0.75-0.81]	0.908 [0.87-0.94]	0.999 [1.00-1.00]	0.734 [0.69-0.77]	0.609 [0.53-0.69]	0.653 [0.35-0.91]	0.846 [0.77-0.92]	0.663 [0.55-0.77]	0.488 [0.24-0.72]	0.861 [0.83-0.89]	0.663 [0.60-0.72]	0.474 [0.27-0.69]	0.657 [0.62-0.69]	0.670 [0.60-0.74]	0.755 [0.70-0.80]	0.596 [0.56-0.64]	0.995 [0.99-1.00]	0.821 [0.76-0.88]	0.605 [0.52-0.69]	0.648 [0.63-0.67]	0.624 [0.53-0.71]	0.640 [0.58-0.70]	0.880 [0.87-0.89]	0.751 [0.68-0.81]	0.726 [0.65-0.80]	0.661 [0.61-0.71]	0.941 [0.92-0.96]	0.741 [0.73-0.75]