Slide-level Pathology Prediction on Patho-Bench
0.763BC Therapy ER StatusTITAN
Evaluation Results
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| TITANEvaluation Protocol=Linear Probing2025.12 | 0.763 | 0.781 | 0.729 | 0.592 | 0.919 | 0.749 | 0.836 | 0.53 | 0.911 | 0.85 | 0.687 | 0.585 | 0.838 | 0.677 | 0.605 | 0.482 | 0.528 | 0.522 | 0.802 | 0.748 | 0.754 | 0.592 | 0.607 | 0.875 | 0.647 | 0.798 | 0.714 | 0.747 | 0.672 | 0.8 | 0.523 | 0.758 | 0.612 | 0.578 | 0.491 | 0.621 | 0.755 | 0.553 | 0.786 | 0.697 | 0.742 | 0.666 | 0.869 | 0.74 | 0.572 | 0.533 | 0.591 | 0.537 | 0.713 | 0.679 | 0.633 | 0.986 | 0.992 | 0.982 | 0.722 | 0.71 | 0.699 | 0.59 | 0.731 | 0.766 | 0.922 | 0.665 | 0.668 | 0.995 | 0.631 | 0.642 | 0.861 | 0.797 | 0.727 | 0.623 | 0.662 | 0.596 | 0.932 | 0.741 | 0.718 | 0.883 | 0.631 | 0.691 | 0.745 | 0.805 | 0.714 | |
| UNI2-hEvaluation Protocol=Linear Probing, Pooling=Mean pooling2025.12 | 0.711 | 0.751 | 0.678 | 0.59 | 0.912 | 0.747 | 0.851 | 0.549 | 0.836 | 0.793 | 0.694 | 0.523 | 0.766 | 0.697 | 0.582 | 0.378 | 0.473 | 0.459 | 0.798 | 0.722 | 0.745 | 0.613 | 0.679 | 0.884 | 0.668 | 0.808 | 0.734 | 0.619 | 0.656 | 0.752 | 0.366 | 0.797 | 0.614 | 0.599 | 0.365 | 0.708 | 0.671 | 0.632 | 0.782 | 0.613 | 0.699 | 0.5 | 0.859 | 0.731 | 0.509 | 0.534 | 0.457 | 0.416 | 0.748 | 0.607 | 0.686 | 0.985 | 0.994 | 0.983 | 0.722 | 0.727 | 0.673 | 0.5 | 0.715 | 0.7 | 0.932 | 0.685 | 0.64 | 0.987 | 0.443 | 0.604 | 0.891 | 0.83 | 0.742 | 0.651 | 0.562 | 0.679 | 0.946 | 0.712 | 0.69 | 0.864 | 0.625 | 0.678 | 0.722 | 0.748 | 0.69 | |
| GigaPathEvaluation Protocol=Linear Probing2025.12 | 0.697 | 0.654 | 0.646 | 0.553 | 0.895 | 0.719 | 0.814 | 0.527 | 0.817 | 0.765 | 0.708 | 0.497 | 0.74 | 0.662 | 0.596 | 0.507 | 0.481 | 0.602 | 0.702 | 0.713 | 0.783 | 0.631 | 0.671 | 0.849 | 0.705 | 0.707 | 0.644 | 0.629 | 0.607 | 0.72 | 0.424 | 0.74 | 0.595 | 0.664 | 0.433 | 0.705 | 0.686 | 0.576 | 0.813 | 0.632 | 0.743 | 0.471 | 0.828 | 0.687 | 0.521 | 0.537 | 0.454 | 0.467 | 0.748 | 0.572 | 0.62 | 0.978 | 0.992 | 0.981 | 0.683 | 0.642 | 0.644 | 0.592 | 0.706 | 0.632 | 0.917 | 0.636 | 0.631 | 0.987 | 0.508 | 0.588 | 0.842 | 0.792 | 0.713 | 0.641 | 0.572 | 0.689 | 0.932 | 0.699 | 0.605 | 0.805 | 0.602 | 0.605 | 0.691 | 0.739 | 0.678 | |
| H-optimus-0Evaluation Protocol=Linear Probing, Pooling=Mean pooling2025.12 | 0.683 | 0.731 | 0.711 | 0.577 | 0.928 | 0.747 | 0.858 | 0.478 | 0.831 | 0.786 | 0.716 | 0.566 | 0.748 | 0.618 | 0.572 | 0.614 | 0.447 | 0.486 | 0.779 | 0.702 | 0.792 | 0.593 | 0.622 | 0.885 | 0.688 | 0.79 | 0.718 | 0.562 | 0.646 | 0.749 | 0.394 | 0.777 | 0.62 | 0.678 | 0.32 | 0.705 | 0.686 | 0.646 | 0.803 | 0.625 | 0.759 | 0.581 | 0.859 | 0.678 | 0.522 | 0.538 | 0.49 | 0.484 | 0.756 | 0.582 | 0.666 | 0.985 | 0.995 | 0.983 | 0.702 | 0.721 | 0.678 | 0.612 | 0.724 | 0.678 | 0.931 | 0.666 | 0.66 | 0.986 | 0.495 | 0.598 | 0.885 | 0.82 | 0.73 | 0.684 | 0.59 | 0.685 | 0.949 | 0.671 | 0.666 | 0.841 | 0.597 | 0.627 | 0.673 | 0.734 | 0.692 | |
| CHIEFEvaluation Protocol=Linear Probing2025.12 | 0.664 | 0.743 | 0.644 | 0.571 | 0.872 | 0.722 | 0.815 | 0.454 | 0.884 | 0.834 | 0.68 | 0.623 | 0.82 | 0.641 | 0.565 | 0.435 | 0.47 | 0.561 | 0.762 | 0.613 | 0.777 | 0.59 | 0.687 | 0.844 | 0.643 | 0.711 | 0.664 | 0.734 | 0.644 | 0.825 | 0.409 | 0.764 | 0.626 | 0.565 | 0.478 | 0.641 | 0.675 | 0.627 | 0.71 | 0.72 | 0.63 | 0.466 | 0.843 | 0.672 | 0.597 | 0.495 | 0.546 | 0.417 | 0.714 | 0.569 | 0.574 | 0.975 | 0.985 | 0.96 | 0.725 | 0.679 | 0.647 | 0.5 | 0.731 | 0.682 | 0.861 | 0.645 | 0.683 | 0.988 | 0.575 | 0.635 | 0.852 | 0.781 | 0.738 | 0.639 | 0.566 | 0.708 | 0.944 | 0.778 | 0.703 | 0.844 | 0.606 | 0.696 | 0.758 | 0.806 | 0.687 | |
| EXAONE Path 2.5Evaluation Protocol=Linear Probing2025.12 | 0.658 | 0.72 | 0.735 | 0.626 | 0.914 | 0.708 | 0.847 | 0.5 | 0.832 | 0.793 | 0.707 | 0.545 | 0.762 | 0.612 | 0.59 | 0.554 | 0.454 | 0.524 | 0.849 | 0.781 | 0.806 | 0.63 | 0.652 | 0.933 | 0.675 | 0.901 | 0.77 | 0.613 | 0.633 | 0.762 | 0.516 | 0.785 | 0.623 | 0.738 | 0.349 | 0.695 | 0.655 | 0.624 | 0.78 | 0.644 | 0.723 | 0.481 | 0.839 | 0.634 | 0.553 | 0.536 | 0.505 | 0.491 | 0.767 | 0.587 | 0.735 | 0.981 | 0.994 | 0.984 | 0.717 | 0.722 | 0.659 | 0.584 | 0.724 | 0.662 | 0.918 | 0.678 | 0.63 | 0.984 | 0.507 | 0.63 | 0.874 | 0.815 | 0.71 | 0.689 | 0.551 | 0.512 | 0.956 | 0.753 | 0.65 | 0.852 | 0.604 | 0.683 | 0.73 | 0.711 | 0.698 | |
| PRISMEvaluation Protocol=Linear Probing2025.12 | 0.625 | 0.722 | 0.718 | 0.572 | 0.893 | 0.718 | 0.821 | 0.541 | 0.893 | 0.839 | 0.643 | 0.612 | 0.853 | 0.587 | 0.558 | 0.571 | 0.504 | 0.462 | 0.725 | 0.694 | 0.764 | 0.629 | 0.609 | 0.859 | 0.51 | 0.732 | 0.675 | 0.659 | 0.706 | 0.811 | 0.63 | 0.712 | 0.712 | 0.599 | 0.432 | 0.602 | 0.643 | 0.531 | 0.802 | 0.66 | 0.682 | 0.462 | 0.854 | 0.718 | 0.558 | 0.544 | 0.59 | 0.568 | 0.718 | 0.654 | 0.691 | 0.984 | 0.99 | 0.987 | 0.651 | 0.437 | 0.602 | 0.646 | 0.691 | 0.651 | 0.891 | 0.627 | 0.574 | 0.992 | 0.508 | 0.616 | 0.851 | 0.803 | 0.714 | 0.597 | 0.47 | 0.614 | 0.949 | 0.641 | 0.648 | 0.836 | 0.624 | 0.625 | 0.69 | 0.788 | 0.682 |