Class-incremental learning on Cars-196
86.79Last AccuracyJoint Training
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint TrainingBackbone=ViT/B-Sup21K2026.01 | 86.79 | — | |
| NSP-SeqKD + LR-RGDA + HopDCBackbone=ViT/B-Sup21K2026.01 | 82.61 | 87.36 | |
| SeqKD + LR-RGDA + HopDCBackbone=ViT/B-Sup21K2026.01 | 82.5 | 87.5 | |
| NSP-SeqFT + LR-RGDA + HopDCBackbone=ViT/B-Sup21K2026.01 | 81.52 | 86.9 | |
| LoRA-SeqFT + LR-RGDA + HopDCBackbone=ViT/B-Sup21K2026.01 | 80.94 | 86.77 | |
| LoRA-SeqKD + LR-RGDA + HopDCBackbone=ViT/B-Sup21K2026.01 | 80.73 | 86.07 | |
| LoRA-SeqKD + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 80.52 | 86.02 | |
| Joint TrainingBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 80.31 | — | |
| E2-LoRABackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 75.82 | 80.9 | |
| TSVDBackbone=ViT/B-Sup21K2026.01 | 75.13 | — | |
| SeqFT + LR-RGDA + HopDCBackbone=ViT/B-Sup21K2026.01 | 74.38 | 84.65 | |
| SLCA++Backbone=ViT/B-Sup21K2026.01 | 73.97 | 79.49 | |
| CoMABackbone=ViT/B-Sup21K2026.01 | 73.35 | 78.55 | |
| RanPACBackbone=ViT/B-Sup21K2026.01 | 72.24 | — | |
| SeqKD + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 71.42 | 83.12 | |
| SSIATBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 71.02 | 76.93 | |
| NSP-SeqKD + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 69.78 | 81.37 | |
| HiDe-LoRABackbone=ViT/B-Sup21K2026.01 | 69.65 | 69.36 | |
| TUNABackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 69.46 | 76.95 | |
| MOSBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 67.76 | 74.38 | |
| SLCABackbone=ViT/B-Sup21K2026.01 | 67.73 | 76.93 | |
| SLCABackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 67.73 | 76.93 | |
| RanProj + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 66.71 | 77.18 | |
| NSP-SeqFT + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 61.51 | 75.38 | |
| RanPACBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 61.43 | 72.36 | |
| LoRA-SeqFT + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 57.26 | 69.37 | |
| LAE-AdapterBackbone=ViT/B-Sup21K2026.01 | 55.2 | 61.63 | |
| SeqFT + LR-RGDABackbone=ViT/B-Sup21K2026.01 | 46.76 | 61.89 | |
| CODA-PromptBackbone=ViT/B-Sup21K2026.01 | 45.67 | 53.28 | |
| DualPromptBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 40.14 | 56.74 | |
| L2PBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 38.18 | 51.79 | |
| EASEBackbone=ViT-B/16-IN21K, Number of tasks=102026.05 | 35.46 | 48.96 |