Continual Learning on Camelyon-TCGA
85.8AACCJoint training
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Joint trainingCL Type=Baselines, Backbone=CLAM2025.05 | 85.8 | — | — | |
| Joint trainingCL Type=Baselines, Architecture=CLAM2025.05 | 85.8 | — | — | |
| Joint trainingCL Type=Baselines, Backbone=TransMIL2025.05 | 81.8 | — | — | |
| Joint trainingCL Type=Baselines, Architecture=TransMIL2025.05 | 81.8 | — | — | |
| AKD+PMPCL Type=Rehearsal, Memory Size=30 WSIs, Backbone=CLAM2025.05 | 75.4 | -17.7 | -0.058 | |
| PMP+AKDCL Type=Rehearsal, Architecture=CLAM, Memory Size=30 WSIs2025.05 | 75.4 | -0.177 | -0.058 | |
| AKD+PMPCL Type=Rehearsal, Memory Size=10 WSIs, Backbone=CLAM2025.05 | 72.9 | -21.7 | -0.059 | |
| PMP+AKDCL Type=Rehearsal, Architecture=CLAM, Memory Size=10 WSIs2025.05 | 72.9 | -0.217 | -0.059 | |
| AKD+PMPCL Type=Rehearsal, Memory Size=5 WSIs, Backbone=CLAM2025.05 | 65.7 | -32.9 | -0.017 | |
| PMP+AKDCL Type=Rehearsal, Architecture=CLAM, Memory Size=5 WSIs2025.05 | 65.7 | -0.329 | -0.017 | |
| ERCL Type=Rehearsal, Memory Size=30 WSIs, Backbone=CLAM2025.05 | 49.4 | -56.5 | -0.011 | |
| ERCL Type=Rehearsal, Architecture=CLAM, Memory Size=30 WSIs2025.05 | 49.4 | -0.565 | -0.011 | |
| AKD+PMPCL Type=Rehearsal, Memory Size=30 WSIs, Backbone=TransMIL2025.05 | 48.9 | -46 | 0.018 | |
| PMP+AKDCL Type=Rehearsal, Architecture=TransMIL, Memory Size=30 WSIs2025.05 | 48.9 | -0.46 | 0.018 | |
| DER++CL Type=Rehearsal, Memory Size=30 WSIs, Backbone=CLAM2025.05 | 44.9 | -64.5 | -0.02 | |
| DER++CL Type=Rehearsal, Architecture=CLAM, Memory Size=30 WSIs2025.05 | 44.9 | -0.645 | -0.02 | |
| AKD+PMPCL Type=Rehearsal, Memory Size=10 WSIs, Backbone=TransMIL2025.05 | 39.4 | -59.5 | 0.024 | |
| PMP+AKDCL Type=Rehearsal, Architecture=TransMIL, Memory Size=10 WSIs2025.05 | 39.4 | -0.595 | 0.024 | |
| AKD+PMPCL Type=Rehearsal, Memory Size=5 WSIs, Backbone=TransMIL2025.05 | 37.4 | -63.5 | 0.018 | |
| PMP+AKDCL Type=Rehearsal, Architecture=TransMIL, Memory Size=5 WSIs2025.05 | 37.4 | -0.635 | 0.018 | |
| DER++CL Type=Rehearsal, Memory Size=10 WSIs, Backbone=CLAM2025.05 | 37.2 | -76 | -0.02 | |
| DER++CL Type=Rehearsal, Architecture=CLAM, Memory Size=10 WSIs2025.05 | 37.2 | -0.76 | -0.02 | |
| ERCL Type=Rehearsal, Memory Size=10 WSIs, Backbone=CLAM2025.05 | 35.2 | -78.5 | -0.017 | |
| ERCL Type=Rehearsal, Architecture=CLAM, Memory Size=10 WSIs2025.05 | 35.2 | -0.785 | -0.017 | |
| DER++CL Type=Rehearsal, Memory Size=30 WSIs, Backbone=TransMIL2025.05 | 31.5 | -73.9 | 0.006 | |
| DER++CL Type=Rehearsal, Architecture=TransMIL, Memory Size=30 WSIs2025.05 | 31.5 | -0.739 | 0.006 | |
| ERCL Type=Rehearsal, Memory Size=30 WSIs, Backbone=TransMIL2025.05 | 30.8 | -72.8 | 0.021 | |
| MICIL w/ ERCL Type=Rehearsal, Memory Size=30 WSIs, Backbone=CLAM2025.05 | 30.8 | -83.5 | -0.006 | |
| MICIL w/ ERCL Type=Rehearsal, Architecture=CLAM, Memory Size=30 WSIs2025.05 | 30.8 | -0.835 | -0.006 | |
| ERCL Type=Rehearsal, Architecture=TransMIL, Memory Size=30 WSIs2025.05 | 30.8 | -0.728 | 0.021 | |
| MICIL w/ ERCL Type=Rehearsal, Memory Size=10 WSIs, Backbone=TransMIL2025.05 | 30.2 | -74.6 | 0.016 | |
| MICIL w/ ERCL Type=Rehearsal, Architecture=TransMIL, Memory Size=10 WSIs2025.05 | 30.2 | -0.746 | 0.016 | |
| DER++CL Type=Rehearsal, Memory Size=5 WSIs, Backbone=CLAM2025.05 | 30.1 | -85.7 | -0.013 | |
| DER++CL Type=Rehearsal, Architecture=CLAM, Memory Size=5 WSIs2025.05 | 30.1 | -0.857 | -0.013 | |
| DER++CL Type=Rehearsal, Memory Size=10 WSIs, Backbone=TransMIL2025.05 | 29.9 | -73.8 | 0.024 | |
| DER++CL Type=Rehearsal, Architecture=TransMIL, Memory Size=10 WSIs2025.05 | 29.9 | -0.738 | 0.024 | |
| MICIL w/ ERCL Type=Rehearsal, Memory Size=10 WSIs, Backbone=CLAM2025.05 | 29.8 | -86.3 | -0.015 | |
| MICIL w/ ERCL Type=Rehearsal, Memory Size=30 WSIs, Backbone=TransMIL2025.05 | 29.8 | -73.9 | 0.024 | |
| MICIL w/ ERCL Type=Rehearsal, Architecture=CLAM, Memory Size=10 WSIs2025.05 | 29.8 | -0.863 | -0.015 | |
| MICIL w/ ERCL Type=Rehearsal, Architecture=TransMIL, Memory Size=30 WSIs2025.05 | 29.8 | -0.739 | 0.024 | |
| ERCL Type=Rehearsal, Memory Size=10 WSIs, Backbone=TransMIL2025.05 | 29.7 | -74.6 | 0.021 | |
| ERCL Type=Rehearsal, Architecture=TransMIL, Memory Size=10 WSIs2025.05 | 29.7 | -0.746 | 0.021 | |
| Fine-tuningCL Type=Baselines, Backbone=CLAM2025.05 | 29.6 | -86.5 | -0.014 | |
| LwFCL Type=Regularization, Backbone=TransMIL2025.05 | 29.6 | -74.7 | 0.021 | |
| ERCL Type=Rehearsal, Memory Size=5 WSIs, Backbone=TransMIL2025.05 | 29.6 | -74.8 | 0.02 | |
| Fine-tuningCL Type=Baselines, Architecture=CLAM2025.05 | 29.6 | -0.865 | -0.014 | |
| LwFCL Type=Regularization, Architecture=TransMIL2025.05 | 29.6 | -0.747 | 0.021 | |
| ERCL Type=Rehearsal, Architecture=TransMIL, Memory Size=5 WSIs2025.05 | 29.6 | -0.748 | 0.02 | |
| LwFCL Type=Regularization, Backbone=CLAM2025.05 | 29.5 | -86.5 | -0.013 | |
| MICILCL Type=Regularization, Backbone=CLAM2025.05 | 29.5 | -86.6 | -0.013 | |
| LwFCL Type=Regularization, Architecture=CLAM2025.05 | 29.5 | -0.865 | -0.013 | |
| MICILCL Type=Regularization, Architecture=CLAM2025.05 | 29.5 | -0.866 | -0.013 | |
| MICILCL Type=Regularization, Backbone=TransMIL2025.05 | 29.4 | -76 | 0.014 | |
| ERCL Type=Rehearsal, Memory Size=5 WSIs, Backbone=CLAM2025.05 | 29.4 | -86.4 | -0.012 | |
| ERCL Type=Rehearsal, Architecture=CLAM, Memory Size=5 WSIs2025.05 | 29.4 | -0.864 | -0.012 | |
| MICILCL Type=Regularization, Architecture=TransMIL2025.05 | 29.4 | -0.76 | 0.014 | |
| Fine-tuningCL Type=Baselines, Backbone=TransMIL2025.05 | 29 | -75.1 | 0.024 | |
| MICIL w/ ERCL Type=Rehearsal, Memory Size=5 WSIs, Backbone=TransMIL2025.05 | 29 | -75.9 | 0.018 | |
| Fine-tuningCL Type=Baselines, Architecture=TransMIL2025.05 | 29 | -0.751 | 0.024 | |
| MICIL w/ ERCL Type=Rehearsal, Architecture=TransMIL, Memory Size=5 WSIs2025.05 | 29 | -0.759 | 0.018 | |
| MICIL w/ ERCL Type=Rehearsal, Memory Size=5 WSIs, Backbone=CLAM2025.05 | 28.9 | -86.9 | -0.01 | |
| MICIL w/ ERCL Type=Rehearsal, Architecture=CLAM, Memory Size=5 WSIs2025.05 | 28.9 | -0.869 | -0.01 | |
| DER++CL Type=Rehearsal, Memory Size=5 WSIs, Backbone=TransMIL2025.05 | 28.8 | -75.2 | 0.025 | |
| DER++CL Type=Rehearsal, Architecture=TransMIL, Memory Size=5 WSIs2025.05 | 28.8 | -0.752 | 0.025 |