Class-Incremental Learning on CUB-200 Split
97.9FAANoRGa + Soft-TF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NoRGa + Soft-TFPre-training=Sup-21K2024.11 | 97.9 | — | — | |
| SEMA w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 91.73 | — | 86.56 | |
| APER w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 91.52 | — | 86.39 | |
| SimpleCIL w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 91.37 | — | 85.96 | |
| HashBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 91.34 | 92.98 | — | |
| APERSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 90.99 | — | 85.11 | |
| NoRGaBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 90.9 | 92.53 | — | |
| NoRGaPre-training=Sup-21K2024.11 | 90.9 | — | — | |
| NoRGa + Soft-TFPre-training=iBOT-21K2024.11 | 90.82 | — | — | |
| CODA-Prompt w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 89.43 | — | 85.75 | |
| EASESetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 88.18 | — | 81.21 | |
| SimpleCILSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 88.1 | — | 80.49 | |
| EASE w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 87.59 | — | 81.13 | |
| HiDe-PromptPre-training=Sup-21K2023.10 | 86.56 | — | — | |
| HiDe-PromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 86.56 | 89.34 | — | |
| HiDe-PromptPre-training=Sup-21K2024.11 | 86.56 | — | — | |
| CL-LoRA w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 84.46 | — | 74.6 | |
| CL-LoRASetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 84.38 | — | 74.47 | |
| DualPrompt w/ HC-SOINNSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 83.72 | — | 77.31 | |
| S-Prompt++Pre-training=Sup-21K2023.10 | 82.08 | — | — | |
| DualPromptPre-training=Sup-21K2023.10 | 82.05 | — | — | |
| CODA-PromptSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 80.74 | — | 69.97 | |
| NoRGaPre-training=iBOT-21K2024.11 | 80.69 | — | — | |
| CPromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 80.35 | 87.66 | — | |
| SEMASetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 79.52 | — | 65.56 | |
| DualPromptSetting=20 Tasks (10 classes/task), Backbone=ViT-B/16-IN1K2026.05 | 78.84 | — | 70.7 | |
| HiDe-PromptPre-training=iBOT-21K2023.10 | 78.23 | — | — | |
| HiDe-PromptPre-training=iBOT-21K2024.11 | 78.23 | — | — | |
| DualPromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 77.56 | 83.24 | — | |
| DualPromptPre-training=Sup-21K2024.11 | 77.56 | — | — | |
| S-PromptPre-training=Sup-21K2024.11 | 77.13 | — | — | |
| L2PBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 75.46 | 81.59 | — | |
| L2PPre-training=Sup-21K2024.11 | 75.46 | — | — | |
| L2PPre-training=Sup-21K2023.10 | 74.48 | — | — | |
| CODA-PromptPre-training=Sup-21K2023.10 | 74.34 | — | — | |
| CODA-PromptBackbone=ViT-B/16, Pre-training=Sup-21K2026.01 | 74.34 | 79.52 | — | |
| CODA-PromptPre-training=Sup-21K2024.11 | 74.34 | — | — | |
| CODA-PromptPre-training=iBOT-21K2023.10 | 47.79 | — | — | |
| CODA-PromptPre-training=iBOT-21K2024.11 | 47.79 | — | — | |
| L2PPre-training=iBOT-21K2024.11 | 46.6 | — | — | |
| DualPromptPre-training=iBOT-21K2024.11 | 45.93 | — | — | |
| L2PPre-training=iBOT-21K2023.10 | 44.29 | — | — | |
| S-PromptPre-training=iBOT-21K2024.11 | 44.22 | — | — | |
| S-Prompt++Pre-training=iBOT-21K2023.10 | 42.73 | — | — | |
| DualPromptPre-training=iBOT-21K2023.10 | 41.31 | — | — |