Class-Incremental Learning on 5-Datasets
95.68FAANoRGa + Soft-TF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NoRGa + Soft-TFPre-training=Sup-21K2024.11 | 95.68 | — | |
| NoRGa + Soft-TFPre-training=iBOT-21K2024.11 | 95.42 | — | |
| HashBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 95.12 | 95.67 | |
| NoRGaPre-training=iBOT-21K2024.11 | 94.92 | — | |
| HiDe-PromptPre-training=iBOT-21K2023.10 | 94.88 | — | |
| HiDe-PromptPre-training=iBOT-21K2024.11 | 94.88 | — | |
| NoRGaBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 94.16 | 94.55 | |
| NoRGaPre-training=Sup-21K2024.11 | 94.16 | — | |
| Similarity-Aware Mixture-of-Experts (SAMoE)Task Scale=5-task2026.03 | 93.92 | — | |
| HiDe-PromptPre-training=Sup-21K2023.10 | 93.83 | — | |
| HiDe-PromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 93.83 | 94.32 | |
| HiDe-PromptTask Scale=5-task2026.03 | 93.83 | — | |
| HiDe-PromptPre-training=Sup-21K2024.11 | 93.83 | — | |
| Similarity-Aware Mixture-of-Experts (SAMoE)Task Scale=10-task2026.03 | 91.18 | — | |
| HiDe-PromptTask Scale=10-task2026.03 | 90.25 | — | |
| Similarity-Aware Mixture-of-Experts (SAMoE)Task Scale=15-task2026.03 | 88.45 | — | |
| HiDe-PromptTask Scale=15-task2026.03 | 87.12 | — | |
| S-Prompt++Pre-training=Sup-21K2023.10 | 86.06 | — | |
| S-Prompt++Task Scale=5-task2026.03 | 86.06 | — | |
| S-PromptPre-training=Sup-21K2024.11 | 86.06 | — | |
| CPromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 84.96 | 88.67 | |
| S-Prompt++Task Scale=10-task2026.03 | 82.71 | — | |
| L2PPre-training=iBOT-21K2023.10 | 82.25 | — | |
| L2PPre-training=iBOT-21K2024.11 | 82.25 | — | |
| L2PPre-training=Sup-21K2023.10 | 81.84 | — | |
| L2PBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 81.84 | 85.36 | |
| L2PTask Scale=5-task2026.03 | 81.84 | — | |
| L2PPre-training=Sup-21K2024.11 | 81.84 | — | |
| S-Prompt++Task Scale=15-task2026.03 | 79.58 | — | |
| L2PTask Scale=10-task2026.03 | 78.45 | — | |
| DualPromptPre-training=Sup-21K2023.10 | 77.91 | — | |
| DualPromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 77.91 | 84.92 | |
| DualPromptTask Scale=5-task2026.03 | 77.91 | — | |
| DualPromptPre-training=Sup-21K2024.11 | 77.91 | — | |
| S-Prompt++Pre-training=iBOT-21K2023.10 | 77.2 | — | |
| S-PromptPre-training=iBOT-21K2024.11 | 77.2 | — | |
| L2PTask Scale=15-task2026.03 | 75.22 | — | |
| DualPromptTask Scale=10-task2026.03 | 74.33 | — | |
| DualPromptTask Scale=15-task2026.03 | 71.15 | — | |
| DualPromptPre-training=iBOT-21K2023.10 | 68.03 | — | |
| DualPromptPre-training=iBOT-21K2024.11 | 68.03 | — | |
| CODA-PromptPre-training=Sup-21K2023.10 | 64.18 | — | |
| CODA-PromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 64.18 | 77.62 | |
| CODA-PromptTask Scale=5-task2026.03 | 64.18 | — | |
| CODA-PromptPre-training=Sup-21K2024.11 | 64.18 | — | |
| CODA-PromptTask Scale=10-task2026.03 | 61.52 | — | |
| CODA-PromptTask Scale=15-task2026.03 | 58.83 | — | |
| CODA-PromptPre-training=iBOT-21K2023.10 | 51.65 | — | |
| CODA-PromptPre-training=iBOT-21K2024.11 | 51.65 | — |