Class Incremental Learning on CUB200 10 Tasks
90.67FN (Final Acc)LoDA + CA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoDA + CAFeature Replay=true2026.02 | 90.67 | 93.97 | — | |
| MACILFeature Replay=true2026.02 | 90.52 | 93.93 | — | |
| SSIATFeature Replay=true2026.02 | 88.75 | 93 | — | |
| DIAFeature Replay=true2026.02 | 86.73 | 93.21 | — | |
| VQ-PromptFeature Replay=true2026.02 | 86.47 | 91.37 | — | |
| SLCAFeature Replay=true2026.02 | 84.68 | 90.77 | — | |
| CIP-Net2025.12 | 84.6 | — | — | |
| LoDAFeature Replay=false2026.02 | 81.74 | 89.35 | — | |
| CLAPPublication=NeurIPS’24, Replay=true, Backbone=CLIP-ViT-B/162026.03 | 80.7 | 85.8 | — | |
| SeGP-CL (Ours)Replay=false, Backbone=CLIP-ViT-B/162026.03 | 80.1 | 85.4 | — | |
| LoRA-P&MFeature Replay=false2026.02 | 78.29 | 83.39 | — | |
| CLG-CBMPublication=CVPR’25, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 77.8 | 82.9 | — | |
| SD-LoRAFeature Replay=false2026.02 | 77.48 | 85.59 | — | |
| CODAPromptFeature Replay=false2026.02 | 77.23 | 81.9 | — | |
| RAPFPublication=ECCV’24, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 76.2 | 82.7 | — | |
| ENGINEPublication=ICCV’25, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 76.2 | 83.9 | — | |
| PROOFPublication=TPAMI’25, Replay=true, Backbone=CLIP-ViT-B/162026.03 | 75.5 | 83.1 | — | |
| SeGP-CL-onlyCLIPReplay=false, Backbone=CLIP-ViT-B/162026.03 | 74.8 | 83 | — | |
| DesCLIPPublication=TMM’26, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 72.2 | 80.7 | — | |
| MG-CLIPPublication=ICCV’25, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 72 | 80.6 | — | |
| InfLoRAFeature Replay=false2026.02 | 70.82 | 81.39 | — | |
| DualPromptFeature Replay=false2026.02 | 68.48 | 80.59 | — | |
| L2PFeature Replay=false2026.02 | 67.02 | 79.62 | — | |
| PASS2025.12 | 64.7 | — | — | |
| DualPromptPublication=ECCV’22, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 63.1 | 71.7 | — | |
| L2P++Publication=CVPR’22, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 63 | 71.9 | — | |
| FeTrIL2025.12 | 60.7 | — | — | |
| SLCAPublication=ICCV’23, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 60.4 | 73.3 | — | |
| ICICLE2025.12 | 60.2 | — | — | |
| LAE + TALTAL integration=true2026.03 | 57.1 | 74.83 | — | |
| DualPrompt + TALTAL integration=true2026.03 | 52.5 | 70.68 | — | |
| CODAPrompt + TALTAL integration=true2026.03 | 51.68 | 70.45 | — | |
| MOS + TALTAL integration=true2026.03 | 50.95 | 72.14 | — | |
| CODA PromptPublication=CVPR’23, Replay=false, Backbone=CLIP-ViT-B/162026.03 | 50.9 | 66.6 | — | |
| DualPromptTAL integration=false2026.03 | 50.75 | 69.87 | — | |
| LAETAL integration=false2026.03 | 50.2 | 72.03 | — | |
| L2P + TALTAL integration=true2026.03 | 49.8 | 70.71 | — | |
| CODAPromptTAL integration=false2026.03 | 49.54 | 69.1 | — | |
| MOSTAL integration=false2026.03 | 48.93 | 71.52 | — | |
| FinetuneBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 47.68 | 48.91 | — | |
| L2PTAL integration=false2026.03 | 46.05 | 68.91 | — | |
| CIP-Net2025.12 | 35.8 | — | — | |
| LWM2025.12 | 29.4 | — | — | |
| EWC2025.12 | 28.8 | — | — | |
| PASS2025.12 | 23.3 | — | — | |
| FeTrIL2025.12 | 19.9 | — | — | |
| ICICLE2025.12 | 18.5 | — | — | |
| LWF2025.12 | 17.5 | — | — | |
| DualPromptBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 12.08 | 68.21 | — | |
| L2PBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 12 | 66.57 | — | |
| EWC2025.12 | 9.5 | — | — | |
| LWM2025.12 | 9 | — | — | |
| CODA-PromptBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 7.84 | 73.91 | — | |
| LWF2025.12 | 7.8 | — | — | |
| EASEBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 6.27 | 85.78 | — | |
| SimpleCILBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 5.89 | 83.32 | — | |
| ADAMBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 5.86 | 83.89 | — | |
| RanPACBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 3.91 | 89.23 | — | |
| GDDSGBackbone=ViT-B/16, Pre-training=ImageNet-21K2025.02 | 1.92 | 91.64 | — | |
| AvgMemory=Theta(N)2025.09 | — | — | 58.44 | |
| CMMMemory=Theta(1)2025.09 | — | — | 61.13 | |
| Continual-CLIPReplay=false, Backbone=CLIP-ViT-B/162026.03 | — | 75.4 | — | |
| EWCMemory=Theta(1)2025.09 | — | — | 54.49 | |
| LwFMemory=Theta(1)2025.09 | — | — | 60.67 | |
| MaxAbsMemory=Theta(N)2025.09 | — | — | 58.01 | |
| RandMixMemory=Theta(N)2025.09 | — | — | 58.53 | |
| TIESMemory=Theta(N)2025.09 | — | — | 58.22 |