Sequential Distribution Shift Detection on ImageNet-C, ImageNet-R, and Office-Home streams
17.2Detection Delay (samples)E-SHIFT (ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| E-SHIFT (ours)Threshold (τ)=200, correction=bootstrap corrected ψ¯(λ)2025.10 | 17.2 | 0.9 | |
| E-SHIFT (no bootstrap)Threshold (τ)=200, correction=plug-in ψˆ(λ)2025.10 | 17.8 | 1.2 | |
| SeqMMD-EThreshold (τ)=200, Backbone=CLIP2025.10 | 20.3 | 0.95 | |
| Shiryaev–RobertsThreshold (τ)=2002025.10 | 22.7 | 1.9 | |
| CUSUMThreshold (τ)=2002025.10 | 26.3 | 2.1 | |
| Fixed-MMDThreshold (τ)=200, window size=1002025.10 | 44.1 | 4.7 |