Neoadjuvant Chemotherapy Response Prediction on Multi-center TURBT slides (5-fold cross-val)
77.35AUCACMIL + DA-Conv1d + SSL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ACMIL + DA-Conv1d + SSLbackbone=H-Optimus 12025.12 | 77.35 | 71.47 | 79.5 | 67.95 | 59.74 | 65.08 | |
| ACMIL + DA-MLP + SSLbackbone=Prov-GigaPath2025.12 | 77.28 | 75.13 | 66.91 | 79.68 | 64.44 | 63.93 | |
| ACMIL + DA-Conv1d + SSLbackbone=Prov-GigaPath2025.12 | 77.03 | 72.9 | 76.67 | 71.3 | 59.68 | 65.8 | |
| ACMIL + DA-Conv1dbackbone=Prov-GigaPath2025.12 | 76.86 | 73.89 | 63.98 | 79.22 | 61.44 | 61.88 | |
| ACMIL + DA-MLP + SSLbackbone=H-Optimus 12025.12 | 76.72 | 70.98 | 81.25 | 66.36 | 56.2 | 65.28 | |
| ACMIL + DA-MLP + SSLbackbone=Virchow v22025.12 | 76.57 | 70.82 | 51.34 | 79.78 | 47.62 | 48.06 | |
| ACMIL + DA-Conv1dbackbone=H-Optimus 12025.12 | 76.38 | 71.13 | 76.16 | 68.34 | 55.88 | 63.98 | |
| ACMIL + DA-MLPbackbone=Prov-GigaPath2025.12 | 76.22 | 72.23 | 68.75 | 73.25 | 57.73 | 62.26 | |
| ACMIL + DA-MLP + SSLbackbone=UNI v22025.12 | 75.85 | 72.27 | 75.85 | 68.13 | 57.4 | 64.91 | |
| ACMIL + DA-Conv1d + SSLbackbone=Virchow v22025.12 | 75.47 | 72.61 | 69.65 | 73.28 | 58.97 | 62.96 | |
| ACMIL + DA-MLP + SSLbackbone=UNI v12025.12 | 75 | 70.25 | 69.96 | 69.81 | 56.26 | 60.81 | |
| ACMIL + DA-Conv1d + SSLbackbone=UNI v22025.12 | 74.72 | 68.87 | 75.59 | 66.14 | 54.04 | 61.78 | |
| ACMIL + DA-MLPbackbone=UNI v12025.12 | 74.71 | 67.65 | 72.75 | 66.76 | 56.72 | 60.18 | |
| ACMIL + DA-MLPbackbone=H-Optimus 12025.12 | 74.63 | 69.53 | 70.76 | 71.34 | 59.35 | 61.6 | |
| ACMIL + DA-MLPbackbone=Virchow v22025.12 | 74.52 | 71.23 | 58.78 | 78.51 | 60.3 | 57.25 | |
| ACMIL + DA-MLPbackbone=UNI v22025.12 | 74.35 | 71.75 | 74.84 | 69.42 | 56.05 | 63.9 | |
| ACMIL + DA-Conv1dbackbone=UNI v22025.12 | 74.29 | 71.79 | 73.38 | 69.77 | 57.92 | 63.93 | |
| ACMIL + DA-Conv1d + SSLbackbone=UNI v12025.12 | 74.09 | 70.03 | 74 | 67.86 | 54.81 | 62.13 | |
| ACMILbackbone=UNI v22025.12 | 73.78 | 70.42 | 67.57 | 71.72 | 56.79 | 60.93 | |
| ACMIL + DA-Conv1dbackbone=Virchow v22025.12 | 73.76 | 68.04 | 79.07 | 62.86 | 54.35 | 62 | |
| ACMIL + DA-Conv1dbackbone=UNI v12025.12 | 73.69 | 73.41 | 71.65 | 73.99 | 60.54 | 64.92 | |
| ACMILbackbone=UNI v12025.12 | 73.37 | 67.59 | 69.16 | 66.69 | 55.66 | 58.31 | |
| ACMILbackbone=Virchow v22025.12 | 72.92 | 70.57 | 64.49 | 76.16 | 62.14 | 60.31 | |
| ACMILbackbone=Prov-GigaPath2025.12 | 72.42 | 68.03 | 74.95 | 64.23 | 60.12 | 65.54 | |
| ACMILbackbone=H-Optimus 12025.12 | 71.94 | 67.12 | 74.13 | 65.05 | 57.59 | 61.61 | |
| ACMIL + RRTbackbone=UNI v12025.12 | 70.34 | 70.6 | 65.91 | 71.63 | 56.37 | 59.96 | |
| ACMIL + RRTbackbone=ResNet-502025.12 | 64.59 | 61.53 | 48.83 | 71.21 | 44.87 | 42.45 | |
| ACMILbackbone=ResNet-502025.12 | 60.73 | 58.28 | 76.9 | 47.21 | 45.63 | 55.23 | |
| ABMILbackbone=ResNet-502025.12 | 57.95 | 61.42 | 7.25 | 91.68 | 9.22 | 7.6 |