Continual Onboarding on EvoCON
58.59AA6 Top-1 AccuracyOurs (8B)
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours (8B)Backbone=Qwen3-VL-Embedding-8B [14], Model size=8B2026.03 | 58.59 | 68.4 | 90.02 | 55.49 | 84.6 | 50.67 | 80.29 | 56.12 | 83.61 | 57.06 | 81.82 | 83.09 | 1.85 | 2.66 | |
| Ours (2B)Backbone=Qwen3-VL-Embedding-2B [14], Model size=2B2026.03 | 50.43 | 57.86 | 84.95 | 39.52 | 65.97 | 37.61 | 63.56 | 46.12 | 70.62 | 46.87 | 70.37 | 72.86 | 1.16 | 1.7 | |
| DER++Backbone=Qwen3-VL-Embedding-8B [14]2026.03 | 45.85 | 68.67 | 88.43 | 40.4 | 64.11 | 35.51 | 59.13 | 40.8 | 64.39 | 42.05 | 64.8 | 68.01 | 2.54 | 3.15 | |
| Joint FTBackbone=Resnet-50 [9], Protocol=Joint Fine-Tuning2026.03 | 42.38 | — | — | — | — | — | — | — | — | — | — | 62.67 | — | — | |
| Joint FTBackbone=Qwen3-VL-Embedding-8B [14], Protocol=Joint Fine-Tuning2026.03 | 41.14 | — | — | — | — | — | — | — | — | — | — | 66.93 | — | — | |
| EWCBackbone=Qwen3-VL-Embedding-8B [14]2026.03 | 37.26 | 68.43 | 88.79 | 38.85 | 56.85 | 32.03 | 52.93 | 30.65 | 55.15 | 29.1 | 52.28 | 61.49 | 2.94 | 3.71 | |
| LwFBackbone=Qwen3-VL-Embedding-8B [14]2026.03 | 36.82 | 68.18 | 88.2 | 38.5 | 56.95 | 31.04 | 53.17 | 30.32 | 54.98 | 28.78 | 52 | 61.13 | 2.81 | 3.65 | |
| FrozenBackbone=Qwen3-VL-Embedding-8B [14], Mode=Frozen2026.03 | 36.68 | — | — | — | — | — | — | — | — | — | — | 55.83 | — | — | |
| ERBackbone=Qwen3-VL-Embedding-8B [14]2026.03 | 34.74 | 66.88 | 86.62 | 36.01 | 54.45 | 29.4 | 50.55 | 27.74 | 52.4 | 26.29 | 49.51 | 59.09 | 3.09 | 4.44 | |
| iCaRLBackbone=Qwen3-VL-Embedding-8B [14]2026.03 | 31.74 | 66.22 | 86.28 | 36.46 | 52.24 | 30.64 | 49.69 | 28.35 | 51.26 | 25.84 | 49.1 | 56.15 | 2.97 | 3.34 | |
| Seq FTBackbone=Qwen3-VL-Embedding-8B [14], Protocol=Sequential Fine-Tuning2026.03 | 28.68 | 67.22 | 87.62 | 24.13 | 43.73 | 21.63 | 48.34 | 22.91 | 49.06 | 16.53 | 38.1 | 55.25 | 9.52 | 9.7 | |
| Seq FTBackbone=Resnet-50 [9], Protocol=Sequential Fine-Tuning2026.03 | 14.69 | 0 | 3.34 | 8.64 | 20.37 | 1.98 | 57.57 | 0.73 | 1.4 | 12.17 | 13.04 | 16.34 | 16.81 | 27.89 |