Whole Slide Image Retrieval on TCGA (test)
80.8mAPLWSR
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LWSRCL strategy=Replay-based, Buffer size=15 WSIs2024.07 | 80.8 | 93.1 | 85.5 | 82.6 | 99.2 | 98.3 | 86.6 | 71.5 | |
| LWSRCL strategy=Replay-based, Buffer size=10 WSIs2024.07 | 79.6 | 96 | 87.1 | 80.4 | 99.7 | 99 | 87.8 | 73.6 | |
| LWSRCL strategy=Replay-based, Buffer size=5 WSIs2024.07 | 77.3 | 94.5 | 85.9 | 78.8 | 99.8 | 97.9 | 86.3 | 72.3 | |
| ER-ACECL strategy=Replay-based, Buffer size=15 WSIs2024.07 | 74.6 | 92.5 | 83.5 | 73.2 | 98.5 | 95.5 | 84.9 | 70.5 | |
| ER-ACECL strategy=Replay-based, Buffer size=10 WSIs2024.07 | 73.3 | 93 | 83.6 | 76.1 | 98.1 | 96.4 | 85.4 | 71.6 | |
| DER++CL strategy=Replay-based, Buffer size=15 WSIs2024.07 | 69.3 | 92.4 | 79.9 | 73.9 | 98.5 | 94.3 | 85.2 | 71.4 | |
| DER++CL strategy=Replay-based, Buffer size=10 WSIs2024.07 | 68 | 92.7 | 79.9 | 74.9 | 98.7 | 94.9 | 83.9 | 69.5 | |
| ER-ACECL strategy=Replay-based, Buffer size=5 WSIs2024.07 | 67.2 | 93.1 | 81.5 | 68.5 | 98.5 | 95.4 | 81.8 | 68.7 | |
| DER++CL strategy=Replay-based, Buffer size=5 WSIs2024.07 | 65.5 | 91 | 78.6 | 72.8 | 98.5 | 94.8 | 83.5 | 69.6 | |
| A-GEMCL strategy=Replay-based, Buffer size=10 WSIs2024.07 | 49.6 | 90.5 | 71.1 | 65.2 | 97.1 | 88.2 | 63.5 | 51 | |
| A-GEMCL strategy=Replay-based, Buffer size=15 WSIs2024.07 | 48.9 | 88.7 | 69.6 | 66.8 | 97.2 | 87.3 | 70.7 | 56.3 | |
| A-GEMCL strategy=Replay-based, Buffer size=5 WSIs2024.07 | 43.9 | 89.7 | 68.7 | 59.7 | 97.2 | 85 | 65.9 | 50.7 | |
| EWCCL strategy=Regularization-based2024.07 | 43.7 | 88.1 | 64.7 | 57.3 | 97 | 83.6 | 44 | 31.9 | |
| LwFCL strategy=Regularization-based2024.07 | 43.2 | 89.5 | 64.7 | 56 | 96.5 | 82.9 | 47.3 | 33.9 |