Class-Incremental Learning on TinyImageNet 5 steps 100 base classes (test)
81.16Avg ScoreGIFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GIFTBackbone=CLIP2025.03 | 81.16 | 77.04 | |
| ZSCLBackbone=CLIP2025.03 | 80.27 | 73.57 | |
| LwF-VRBackbone=CLIP2025.03 | 77.56 | 70.89 | |
| iCaRLBackbone=CLIP2025.03 | 77.02 | 70.39 | |
| CLIP Zero-shotBackbone=CLIP, Mode=Zero-shot2025.03 | 69.62 | 65.3 | |
| CLIP Fine-tuneBackbone=CLIP, Mode=Fine-tune2025.03 | 61.54 | 46.66 | |
| LwFBackbone=CLIP2025.03 | 60.97 | 48.77 | |
| DyTox2025.03 | 55.58 | 47.23 | |
| UCIR2025.03 | 50.3 | 39.42 | |
| PASS2025.03 | 49.54 | 41.64 | |
| EEIL2025.03 | 47.17 | 35.12 | |
| MUC2025.03 | 32.23 | 19.2 | |
| EWC2025.03 | 19.01 | 6 |