Class-Incremental Learning on Split ImageNet-R
1.27Average Forgetting MeasureOS-Prompt++
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OS-Prompt++Venue=ECCV’242026.02 | 1.27 | — | — | 75.67 | — | |
| CODA-PromptVenue=CVPR’232026.02 | 1.64 | — | — | 75.45 | — | |
| HashShared=true2026.01 | 2.63 | 79.02 | 82.96 | — | — | |
| EvoPromptVenue=AAAI’242026.02 | 2.78 | — | — | 76.83 | — | |
| EvoPromptShared=false2026.01 | 2.78 | 76.83 | 78.43 | — | — | |
| HiDe-PromptPTM=Sup-21K2024.05 | 4.09 | 75.06 | 76.6 | — | — | |
| HiDe-PromptShared=false2026.01 | 4.09 | 75.06 | 76.6 | — | — | |
| ConvPromptVenue=CVPR’242026.02 | 4.33 | — | — | 77.86 | — | |
| PGPVenue=ICLR’242026.02 | 4.53 | — | — | 69.34 | — | |
| NoRGaPTM=Sup-21K2024.05 | 4.59 | 75.4 | 79.52 | — | — | |
| NoRGaShared=false2026.01 | 4.59 | 75.4 | 79.52 | — | — | |
| DualPromptVenue=ECCV’222026.02 | 4.68 | — | — | 68.13 | — | |
| S-PromptPTM=Sup-21K2024.05 | 4.73 | 69.88 | 74.25 | — | — | |
| ARCL-ViTVenue=This work2026.02 | 4.84 | — | — | 81.17 | — | |
| L2PPTM=MoCo-1K2024.05 | 4.88 | 54.13 | 62.09 | — | — | |
| ESNVenue=AAAI’232026.02 | 4.99 | — | — | 71.07 | — | |
| S-PromptPTM=MoCo-1K2024.05 | 5.16 | 53.94 | 62.42 | — | — | |
| CODA-PromptPTM=Sup-21K2024.05 | 5.17 | 70.03 | 74.26 | — | — | |
| CODA-PromptShared=true2026.01 | 5.17 | 70.03 | 74.26 | — | — | |
| CAPromptVenue=AAAI’252026.02 | 5.24 | — | — | 71.67 | — | |
| DualPromptPTM=MoCo-1K2024.05 | 5.34 | 54.45 | 62.92 | — | — | |
| DualPromptPTM=Sup-21K2024.05 | 5.47 | 70.93 | 75.67 | — | — | |
| DualPromptShared=false2026.01 | 5.47 | 70.93 | 75.67 | — | — | |
| InfLoRAVenue=CVPR’242026.02 | 5.73 | — | — | 75.65 | — | |
| L2PPTM=Sup-21K2024.05 | 5.84 | 67.53 | 71.98 | — | — | |
| L2PShared=true2026.01 | 5.84 | 67.53 | 71.98 | — | — | |
| CPromptVenue=CVPR’242026.02 | 5.97 | — | — | 77.14 | — | |
| CPromptShared=false2026.01 | 5.97 | 77.15 | 82.92 | — | — | |
| NoRGaPTM=DINO-1K2024.05 | 6.42 | 71.77 | 75.76 | — | — | |
| HiDe-PromptPTM=DINO-1K2024.05 | 6.45 | 68.11 | 71.7 | — | — | |
| HiDe-PromptPTM=iBOT-21K2024.05 | 6.77 | 70.83 | 73.23 | — | — | |
| CODA-PromptPTM=DINO-1K2024.05 | 6.86 | 63.15 | 69.73 | — | — | |
| NoRGaPTM=iBOT-21K2024.05 | 6.88 | 73.06 | 77.46 | — | — | |
| NoRGaPTM=iBOT-1K2024.05 | 7.1 | 72.77 | 76.55 | — | — | |
| HiDe-PromptPTM=iBOT-1K2024.05 | 7.11 | 71.33 | 73.62 | — | — | |
| OVOR-DeepVenue=ICLR’242026.02 | 7.16 | — | — | 76.11 | — | |
| OVORShared=true2026.01 | 7.16 | 76.11 | 79.12 | — | — | |
| VPT-CPGVenue=AAAI’252026.02 | 7.18 | — | — | 78.63 | — | |
| CPGShared=true2026.01 | 7.18 | 78.63 | 81.04 | — | — | |
| CODA-PromptPTM=iBOT-1K2024.05 | 7.22 | 66.56 | 73.14 | — | — | |
| L2PPTM=DINO-1K2024.05 | 7.47 | 57.21 | 64.09 | — | — | |
| EASEVenue=CVPR’242026.02 | 7.82 | — | — | 76.17 | — | |
| APGVenue=ICCV’232026.02 | 8.59 | — | — | 73.27 | — | |
| S-PromptPTM=DINO-1K2024.05 | 8.73 | 57.55 | 64.9 | — | — | |
| S-PromptPTM=iBOT-1K2024.05 | 8.83 | 59.56 | 66.6 | — | — | |
| NoRGaPTM=MoCo-1K2024.05 | 9.06 | 64.52 | 70.21 | — | — | |
| DualPromptPTM=iBOT-1K2024.05 | 9.21 | 60.41 | 66.87 | — | — | |
| DualPromptPTM=DINO-1K2024.05 | 9.32 | 57.98 | 65.39 | — | — | |
| HiDe-PromptPTM=MoCo-1K2024.05 | 9.37 | 63.77 | 68.26 | — | — | |
| CODA-PromptPTM=iBOT-21K2024.05 | 9.66 | 61.22 | 66.76 | — | — | |
| L2PVenue=CVPR’222026.02 | 9.73 | — | — | 61.57 | — | |
| CODA-PromptPTM=MoCo-1K2024.05 | 10.46 | 55.75 | 65.49 | — | — | |
| L2PPTM=iBOT-21K2024.05 | 10.72 | 61.31 | 68.81 | — | — | |
| S-PromptPTM=iBOT-21K2024.05 | 11.27 | 57.96 | 66.42 | — | — | |
| L2PPTM=iBOT-1K2024.05 | 11.33 | 59.43 | 66.83 | — | — | |
| DualPromptPTM=iBOT-21K2024.05 | 11.75 | 58.69 | 66.61 | — | — | |
| Seq-FTVenue=Baseline2026.02 | 44.31 | — | — | 49.43 | — | |
| APERSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 74.02 | — | — | 66.7 | |
| APER w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 76.06 | — | — | 69.33 | |
| BiLoRAVenue=CVPR’252026.02 | — | — | — | 77.95 | — | |
| CL-LoRASetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 80.32 | — | — | 73.25 | |
| CL-LoRA w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 80.67 | — | — | 73.6 | |
| CODA-PromptSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 65.02 | — | — | 60.33 | |
| CODA-Prompt w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 72.23 | — | — | 70.67 | |
| CPrompt-KACVenue=CVPR’252026.02 | — | — | — | 78.07 | — | |
| DualPromptSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 67.44 | — | — | 58.67 | |
| DualPrompt w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 73.79 | — | — | 69.27 | |
| EASESetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 79.3 | — | — | 72.08 | |
| EASE w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 80.16 | — | — | 73.12 | |
| LoRA-DRSVenue=CVPR’252026.02 | — | — | — | 75.94 | — | |
| SD-LoRAVenue=ICLR’252026.02 | — | — | — | 77.34 | — | |
| SEMAVenue=CVPR’252026.02 | — | — | — | 78 | — | |
| SEMASetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 73.48 | — | — | 66.63 | |
| SEMA w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 78.55 | — | — | 72.4 | |
| SimpleCILSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 68.05 | — | — | 61.35 | |
| SimpleCIL w/ HC-SOINNSetting=40 Tasks (5 classes/task), Backbone=ViT-B/16-IN1K2026.05 | — | 69.97 | — | — | 63.93 |