Post-deployment performance monitoring on Camelyon Institution Shift 17
0.748R2 ScoreDDBout
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DDBoutvariant=output-level2026.04 | 0.748 | 0.82 | 0.646 | |
| DDBdeepvariant=deep2026.04 | 0.693 | 0.86 | 0.674 | |
| ATC2026.04 | 0.588 | 0.802 | 0.628 | |
| ANE2026.04 | 0.568 | 0.781 | 0.603 | |
| AC2026.04 | 0.535 | 0.793 | 0.62 | |
| CSSRepresentation=Vector, Metric=SRCC2026.04 | 0.519 | 0.807 | 0.608 | |
| DDBglobalvariant=global2026.04 | 0.477 | 0.626 | 0.461 | |
| CSSRepresentation=Vector, Metric=cosine2026.04 | 0.476 | 0.691 | 0.508 | |
| ID Accuracy2026.04 | 0.423 | 0.65 | 0.48 | |
| CSSRepresentation=Graph, Metric=Jaccard2026.04 | 0.417 | 0.661 | 0.519 | |
| MDE2026.04 | 0.347 | 0.717 | 0.502 | |
| alpha-ReQ2026.04 | 0.299 | 0.275 | 0.2 | |
| CSSRepresentation=Vector, Metric=ℓ22026.04 | 0.298 | 0.531 | 0.355 | |
| Sharpness2026.04 | 0.097 | 0.204 | 0.146 | |
| RANKME2026.04 | 0.089 | 0.225 | 0.169 | |
| CSSRepresentation=Graph, Metric=Laplacian2026.04 | 0.069 | 0.249 | 0.173 | |
| ANE2026.04 | 0.038 | 0.033 | 0.034 | |
| MDE2026.04 | 0.036 | 0.273 | 0.187 | |
| AC2026.04 | 0.035 | 0.058 | 0.055 | |
| ATC2026.04 | 0.028 | 0.069 | 0.063 | |
| α-ReQ2026.04 | 0.024 | 0.132 | 0.087 | |
| RANKME2026.04 | 0.02 | 0.193 | 0.152 | |
| CSSRepresentation=Graph, Metric=NetLSD2026.04 | 0.012 | 0.133 | 0.087 |