Class-incremental Learning on ImageNet1k i-Blurry-50-10 (test)
69.26AavgStandard
Evaluation results
| Method | Links | |
|---|---|---|
| Standard2025.07 | 69.26 | |
| EB (w/ DMA)Number of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=10k, E size (|E|)=10k, i-Blurry setting (n/m)=50/102025.07 | 42.77 | |
| EB (w/o DMA)Number of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=10k, E size (|E|)=10k, i-Blurry setting (n/m)=50/102025.07 | 35.01 | |
| FOSTERNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, i-Blurry setting (n/m)=50/102025.07 | 33.62 | |
| CLIBNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=20k, i-Blurry setting (n/m)=50/102025.07 | 28.88 | |
| BiCNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=20k, i-Blurry setting (n/m)=50/102025.07 | 28.38 | |
| RMNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=20k, i-Blurry setting (n/m)=50/102025.07 | 28.3 | |
| EWC++Number of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=20k, i-Blurry setting (n/m)=50/102025.07 | 26.21 | |
| FTFNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, i-Blurry setting (n/m)=50/102025.07 | 22.5 | |
| ER-MIRNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=20k, i-Blurry setting (n/m)=50/102025.07 | 20.68 | |
| GDumbNumber of tasks (t)=10, Pre-trained initialization (PR)=CLIP, Replay memory size (|R|)=20k, i-Blurry setting (n/m)=50/102025.07 | 14.21 |