Image Classification on CIFAR-10-C continual temporal streams 1.0 (test)
76.11Top-1 AccuracyNorm
Evaluation Results
| Method | Links | |
|---|---|---|
| NormMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 76.11 | |
| RoTTAMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 73.9 | |
| NOTEMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 72.75 | |
| NormMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 72.63 | |
| NormMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 72.5 | |
| NormMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 71.49 | |
| NOTEMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 70.97 | |
| NormMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 70.26 | |
| NOTEMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 70.26 | |
| NormMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 69.83 | |
| RoTTAMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 69.66 | |
| NOTEMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 69.34 | |
| RoTTAMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 69.23 | |
| RoTTAMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 68.85 | |
| RoTTAMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 66.47 | |
| RoTTAMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 66.3 | |
| NOTEMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 65.18 | |
| NOTEMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 60.47 | |
| SourceMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=None2026.05 | 56.49 | |
| NOTEMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 54.2 | |
| NormMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 50.5 | |
| RoTTAMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 50.14 | |
| RoTTAMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 40.33 | |
| SARMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 24.86 | |
| NormMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 24.75 | |
| EATAMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 24.71 | |
| SARMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 23.13 | |
| SARMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 23.11 | |
| SARMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 23.01 | |
| SARMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.96 | |
| SARMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.96 | |
| SARMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.96 | |
| SARMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.96 | |
| EATAMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.96 | |
| EATAMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.96 | |
| EATAMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.95 | |
| EATAMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.95 | |
| EATAMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.95 | |
| EATAMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.94 | |
| EATAMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.9 | |
| NOTEMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.78 | |
| CoTTAMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.58 | |
| CoTTAMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.56 | |
| CoTTAMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.5 | |
| CoTTAMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.42 | |
| CoTTAMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 22.11 | |
| CoTTAMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 21.76 | |
| CoTTAMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 21.6 | |
| CoTTAMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 20.81 | |
| SHOTMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 16.75 | |
| TENTMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 15.7 | |
| TENTMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 15.61 | |
| PLMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 15.55 | |
| PLMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 15.44 | |
| SHOTMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 15.12 | |
| TENTMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 15.04 | |
| SHOTMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 14.84 | |
| TENTMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 14.8 | |
| PLMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 14.43 | |
| SHOTMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 14.04 | |
| SHOTMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 13.95 | |
| TENTMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 13.88 | |
| SHOTMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 13.47 | |
| PLMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 13.21 | |
| TENTMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 13.16 | |
| PLMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 13.16 | |
| SHOTMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 12.61 | |
| SHOTMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 12.54 | |
| TENTMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 12.42 | |
| TENTMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 12.41 | |
| EnergyMemory Policy Type=Uninformed, Memory Strategy=None, Memory Budget (M)=None, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 12.37 | |
| PLMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 12.1 | |
| EnergyMemory Policy Type=Guided observational, Memory Strategy=FPSD, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 11.34 | |
| EnergyMemory Policy Type=Class-guided, Memory Strategy=PBRS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 11.3 | |
| PLMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 11.18 | |
| EnergyMemory Policy Type=Guided observational, Memory Strategy=FPS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 11.16 | |
| EnergyMemory Policy Type=Guided observational, Memory Strategy=CDS, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 11.1 | |
| EnergyMemory Policy Type=Class-guided, Memory Strategy=CSTU, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 10.87 | |
| EnergyMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 10.74 | |
| EnergyMemory Policy Type=Uninformed, Memory Strategy=FIFO, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 10.36 | |
| PLMemory Policy Type=Uninformed, Memory Strategy=Reservoir, Memory Budget (M)=32, Backbone=WRN-28-10-BN, Adaptation Protocol=Continual2026.05 | 10.24 |