Class-Incremental Learning on CUB-200 (test)
81.64AlastCLAP4CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLAP4CLIPNo Real Image Buffer=false, Backbone=ViT2026.05 | 81.64 | 86.93 | |
| PROOFNo Real Image Buffer=false, Backbone=ViT2026.05 | 79.69 | 85.13 | |
| iCaRLNo Real Image Buffer=false, Backbone=ViT2026.05 | 75.11 | 82.39 | |
| REMIX + MoE-AdapterNo Real Image Buffer=true, Backbone=ViT2026.05 | 67.69 | 78.96 | |
| PMI + MoE-AdapterNo Real Image Buffer=true, Backbone=ViT2026.05 | 67.26 | 78.98 | |
| MEMONo Real Image Buffer=false, Backbone=ViT2026.05 | 65.95 | 77.72 | |
| PMI + CODA-PNo Real Image Buffer=true, Backbone=ViT2026.05 | 64.63 | 74.37 | |
| ADCT=52024.05 | 64.46 | 73.49 | |
| CODA-PNo Real Image Buffer=true, Backbone=ViT2026.05 | 61.83 | 73.05 | |
| MoE-AdapterNo Real Image Buffer=true, Backbone=ViT2026.05 | 61.07 | 73.34 | |
| AdaGaussT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 60.4 | 69.2 | |
| LwFT=52024.05 | 58.68 | 71.31 | |
| EFCT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 58.3 | 68.9 | |
| ADCT=102024.05 | 57.97 | 68.91 | |
| PMI + VPTNo Real Image Buffer=true, Backbone=ViT2026.05 | 57.04 | 70.14 | |
| AdaGaussT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 55.8 | 66.2 | |
| VPTNo Real Image Buffer=true, Backbone=ViT2026.05 | 55.51 | 68.22 | |
| SDCT=52024.05 | 55.2 | 68.64 | |
| FeTrILT=52024.05 | 54.66 | 67.45 | |
| ZS-CLIPNo Real Image Buffer=true, Backbone=ViT2026.05 | 53.52 | 66.81 | |
| FeCAMT=52024.05 | 53.47 | 66.39 | |
| AdaGaussT=10, Training Condition=pretrained2026.06 | 52.9 | 63.4 | |
| NCMT=52024.05 | 52.74 | 67.13 | |
| GATFT=10, Training Condition=pretrained2026.06 | 52.4 | 63.1 | |
| AttriCLIPNo Real Image Buffer=true, Backbone=ViT2026.05 | 52.12 | 65.26 | |
| FeCAMT=102024.05 | 51.78 | 64.97 | |
| EFCT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 51 | 63.3 | |
| EFCT=10, Training Condition=pretrained2026.06 | 51 | 63.3 | |
| SDCT=10, Training Condition=pretrained2026.06 | 50.3 | 60.5 | |
| ADCT=10, Training Condition=pretrained2026.06 | 49.5 | 58.8 | |
| FeTrILT=102024.05 | 49.09 | 62.42 | |
| LDCT=10, Training Condition=pretrained2026.06 | 47.5 | 55.7 | |
| AdaGaussT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 47.4 | 60.6 | |
| EFCT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 46.1 | 59.3 | |
| EFCT=20, Training Condition=pretrained2026.06 | 46.1 | 59.3 | |
| AdaGaussT=20, Training Condition=pretrained2026.06 | 45 | 57 | |
| LwFT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 44.3 | 57.7 | |
| GATFT=20, Training Condition=pretrained2026.06 | 43.7 | 55.8 | |
| FeCAMT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 43.5 | 56 | |
| LwFT=102024.05 | 41.96 | 60.15 | |
| FeTrILT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 41.9 | 53.2 | |
| SDCT=102024.05 | 41.63 | 60.43 | |
| FeCAMT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 40.2 | 54.9 | |
| FeCAMT=10, Training Condition=pretrained2026.06 | 40.2 | 54.9 | |
| NCMT=102024.05 | 38.47 | 57.83 | |
| IL2AT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 36.9 | 51.3 | |
| FeTrILT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 36.9 | 48.2 | |
| FeTrILT=10, Training Condition=pretrained2026.06 | 36.9 | 48.2 | |
| FeCAMT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 36.2 | 48.9 | |
| FeCAMT=20, Training Condition=pretrained2026.06 | 36.2 | 48.9 | |
| ADCT=20, Training Condition=pretrained2026.06 | 35.4 | 48.3 | |
| FeTrILT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 34.6 | 45.3 | |
| FeTrILT=20, Training Condition=pretrained2026.06 | 34.6 | 45.3 | |
| PASST (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 34.5 | 48.6 | |
| PASST=52024.05 | 34.04 | 49 | |
| LwFT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 30.4 | 46.1 | |
| LwFT=10, Training Condition=pretrained2026.06 | 30.4 | 46.1 | |
| IL2AT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 29.4 | 45.5 | |
| SDCT=20, Training Condition=pretrained2026.06 | 27.9 | 40.1 | |
| LDCT=20, Training Condition=pretrained2026.06 | 27.2 | 39.8 | |
| PASST (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 27 | 42.3 | |
| PASST=10, Training Condition=pretrained2026.06 | 27 | 42.3 | |
| PASST=102024.05 | 26.37 | 41.08 | |
| EWCT (Number of tasks)=5, Backbone=Pre-trained ImageNet2024.09 | 21.6 | 38.2 | |
| IL2AT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 20.8 | 35.1 | |
| LwFT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 19.4 | 34.7 | |
| LwFT=20, Training Condition=pretrained2026.06 | 19.4 | 34.7 | |
| PASST (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 18.1 | 36.9 | |
| PASST=20, Training Condition=pretrained2026.06 | 18.1 | 36.9 | |
| EWCT (Number of tasks)=10, Backbone=Pre-trained ImageNet2024.09 | 15.8 | 32.6 | |
| EWCT=10, Training Condition=pretrained2026.06 | 15.8 | 32.6 | |
| EWCT (Number of tasks)=20, Backbone=Pre-trained ImageNet2024.09 | 12.3 | 27.2 | |
| EWCT=20, Training Condition=pretrained2026.06 | 12.3 | 27.2 |