Class-Incremental Image Classification on CIFAR-100
46.9Accuracy (Last Task)Constrained Expansive Over-Sampling (CEOS)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Constrained Expansive Over-Sampling (CEOS)T=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 46.9 | — | 60.2 | |
| LDCT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 45.4 | — | 59.5 | |
| ADCT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 45.2 | — | 59.7 | |
| EFCT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 43.5 | — | 58.1 | |
| PRAKAT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 42.4 | — | 56.9 | |
| SDCT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 40.6 | — | 56.2 | |
| LDCT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 35.5 | — | 51.9 | |
| ADCT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 35.1 | — | 51.7 | |
| FeTrILT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 34.9 | — | 51.2 | |
| Constrained Expansive Over-Sampling (CEOS)T=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 34.9 | — | 48 | |
| FeCAMT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 32.4 | — | 48.7 | |
| EFCT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 32.4 | — | 47 | |
| SDCT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 32.3 | — | 46.6 | |
| LwFT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 31.9 | — | 51.8 | |
| PRAKAT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 31.3 | — | 46.2 | |
| EWCT=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 30.9 | — | 50.4 | |
| PASST=10, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 30.8 | — | 48.3 | |
| FeTrILT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 23.3 | — | 37.9 | |
| FeCAMT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 21.1 | — | 34.5 | |
| LwFT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 17.6 | — | 39.2 | |
| PASST=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=true2026.06 | 17.6 | — | 31.1 | |
| EWCT=20, Training from scratch=true, Backbone=ResNet-18, Prototype rehearsal approach=false2026.06 | 17 | — | 34.2 | |
| AdaGaussT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 16.7 | — | |
| AdaGaussT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 21 | — | |
| ADCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 21.9 | — | |
| ADCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 31 | — | |
| BiCycT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 13.5 | — | |
| BiCycT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 16.6 | — | |
| EFCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 23.1 | — | |
| EFCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 24.7 | — | |
| LDCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 21.7 | — | |
| LDCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 25.6 | — | |
| LwFT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 23.2 | — | |
| LwFT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 31.2 | — | |
| SDCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 34.8 | — | |
| SDCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=from-scratch2026.06 | — | 35.9 | — |