Class-Incremental Learning on CUB (B0 Inc10)
92.62Last AccuracyJoint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JointBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 92.62 | — | |
| TOSCABackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 91.09 | 93.47 | |
| JointBackbone=ViT-B/16-IN1K2025.02 | 90.19 | — | |
| MOSBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 90.07 | 93.42 | |
| RanPACBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 89.27 | 93.35 | |
| TOSCABackbone=ViT-B/16-IN1K2025.02 | 89.05 | 91.55 | |
| Ranpac + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=94.34 (61.0%)2026.04 | 89.02 | 93.12 | |
| Ranpac + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=42.98 (27.8%)2026.04 | 88.76 | 92.67 | |
| RanpacModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=154.64 (100%)2026.04 | 88.68 | 92.61 | |
| MOSBackbone=ViT-B/16-IN1K2025.02 | 88.02 | 92.24 | |
| RanPACBackbone=ViT-B/16-IN1K2025.02 | 86.77 | 91.05 | |
| SimpleCILBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 86.73 | 91.58 | |
| APER-AdapterBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 86.72 | 91.62 | |
| EASEBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 86.49 | 92.51 | |
| SimpleCILBackbone=ViT-B/16-IN1K2025.02 | 85.16 | 90.42 | |
| EASE + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=102.74 (61.6%)2026.04 | 84.18 | 89.56 | |
| EASE + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=44.25 (26.5%)2026.04 | 84.05 | 89.37 | |
| EASEModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=166.67 (100%)2026.04 | 83.96 | 89.16 | |
| EASEBackbone=ViT-B/16-IN1K2025.02 | 81 | 87.93 | |
| MEMO + C-Flat TurboModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=91.91 (68.0%)2026.04 | 80.92 | 87.15 | |
| MEMO + C-FlatModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=46.11 (34.1%)2026.04 | 80.73 | 87.03 | |
| APER-AdapterBackbone=ViT-B/16-IN1K2025.02 | 80.63 | 87.64 | |
| MEMOModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=135.14 (100%)2026.04 | 79.9 | 86.66 | |
| HiDePromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 79.56 | 83.86 | |
| HiDePromptBackbone=ViT-B/16-IN1K2025.02 | 77.11 | 81.46 | |
| iCaRL + C-Flat TurboModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=45.89 (62.6%)2026.04 | 75.12 | 84 | |
| iCaRL + C-FlatModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=19.72 (26.9%)2026.04 | 74.81 | 83.47 | |
| iCaRLModel Category=Typical, Backbone=ViT-B/16-IN1K, Throughput=73.35 (100%)2026.04 | 74 | 82.91 | |
| DualPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 70.51 | 81.36 | |
| CODAPromptBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 68.44 | 77.65 | |
| DualPromptBackbone=ViT-B/16-IN1K2025.02 | 63.47 | 75.78 | |
| L2P + C-FlatModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=28.63 (30.0%)2026.04 | 62.11 | 74.36 | |
| L2P + C-Flat TurboModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=65.50 (59.4%)2026.04 | 61.97 | 74.12 | |
| CODAPromptBackbone=ViT-B/16-IN1K2025.02 | 61.61 | 70.75 | |
| L2PBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 61.55 | 73.22 | |
| L2PModel Category=PTM-based, Backbone=ViT-B/16-IN1K, Throughput=110.29 (100%)2026.04 | 59.14 | 73.04 | |
| L2PBackbone=ViT-B/16-IN1K2025.02 | 58.7 | 70.64 | |
| FinetuneBackbone=ViT-B/16-IN1K2025.02 | 34.76 | 57.27 | |
| FinetuneBackbone=ViT-B/16-IN21K, Incremental Setting=B0 Inc102025.02 | 33.13 | 55.78 |