Streaming Continual Visual-Instruction Tuning on StrCVIT
33.37Places365 APStrLoRA
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| StrLoRABase Model=InternVL3.5-8B-Pretrained2026.05 | 33.37 | 2.99 | 69.65 | 0.75 | 36.27 | 3.92 | — | — | 75.95 | 0.38 | 57.36 | 2.53 | 53 | 3.29 | 84.48 | 0.74 | 76.49 | 1.46 | 61.85 | 1.91 | |
| MoELoRABase Model=Gemma3-4B-PT2026.05 | 32.7 | 5.36 | 58.3 | 5.17 | 27.68 | 11.45 | — | — | 66.72 | 4.71 | 4.98 | 26.21 | 56.04 | 2.95 | 71.26 | 2.78 | 63.58 | 3.63 | 48.49 | 7.28 | |
| StrLoRABase Model=Gemma3-4B-PT2026.05 | 32.36 | 6.66 | 60.52 | 3.3 | 32.63 | 8.02 | — | — | 72.2 | 0.87 | 6.2 | 12.88 | 58.32 | 3.64 | 68.45 | 8.71 | 73.54 | 4.15 | 51.03 | 5.46 | |
| LoRABase Model=Gemma3-4B-PT2026.05 | 32.08 | 6.92 | 58.88 | 4.68 | 24.49 | 20.06 | — | — | 67.05 | 3.57 | 5.16 | 17.9 | 56.22 | 4.1 | 70.79 | 3.67 | 63.57 | 3.14 | 48.21 | 7.36 | |
| EWCBase Model=Gemma3-4B-PT2026.05 | 31.67 | 7.17 | 58.89 | 4.8 | 24.57 | 21.72 | — | — | 66.85 | 3.85 | 5 | 18.37 | 56.42 | 3.74 | 70.84 | 3.14 | 62.82 | 4.31 | 48.07 | 7.73 | |
| ReplayBase Model=Gemma3-4B-PT2026.05 | 31.36 | 7.12 | 59.96 | 5.41 | 24.31 | 14.76 | — | — | 68.9 | 1.82 | 4.49 | 30.88 | 57.92 | 2.38 | 70.77 | 3.17 | 63.93 | 3.16 | 48.63 | 7.83 | |
| SMoLoRABase Model=Gemma3-4B-PT2026.05 | 29.05 | 9.6 | 58.48 | 4.62 | 21.51 | 17.68 | — | — | 67.58 | 2.81 | 3.42 | 27.16 | 50.45 | 2.71 | 69.46 | 2.51 | 62.74 | 3.87 | 46.36 | 8.19 | |
| MoELoRABase Model=InternVL3.5-8B-Pretrained2026.05 | 26.14 | 21.27 | 69.1 | 1.62 | 33.94 | 4.51 | — | — | 74.23 | 0.84 | 55.3 | 6.9 | 53.67 | 1.86 | 84.41 | 0.65 | 74.78 | 3.81 | 60.19 | 4.69 | |
| EWCBase Model=InternVL3.5-8B-Pretrained2026.05 | 24.45 | 21.62 | 68.36 | 1 | 31.19 | 2.02 | — | — | 72.97 | 0.79 | 59.4 | 2.39 | 52.34 | 3.71 | 83.05 | 1.17 | 66.25 | 3.48 | 58.68 | 4.11 | |
| LoRABase Model=InternVL3.5-8B-Pretrained2026.05 | 22.78 | 25.22 | 68.73 | 1.26 | 32.2 | 4.11 | — | — | 74.23 | 0.79 | 57.4 | 3.99 | 54.36 | 2.13 | 83.89 | 0.96 | 73.48 | 3.19 | 59.59 | 4.77 | |
| ReplayBase Model=InternVL3.5-8B-Pretrained2026.05 | 21.62 | 28.85 | 67.96 | 2.09 | 31.42 | 4.41 | — | — | 74.31 | 1.22 | 57.34 | 3.32 | 54.25 | 2.03 | 84.25 | 0.91 | 72.75 | 3.49 | 59.35 | 5.24 | |
| SMoLoRABase Model=InternVL3.5-8B-Pretrained2026.05 | 17.34 | 20.21 | 64.29 | 2.97 | 29.27 | 4.31 | — | — | 71.52 | 1.04 | 43.93 | 8.23 | 40.71 | 4 | 75.83 | 5.54 | 49.98 | 3.8 | 51.35 | 5.74 | |
| Zero-shotBase Model=Gemma3-4B-PT2026.05 | 13.5 | — | 45.5 | — | 18.3 | — | — | — | 1.5 | — | 0 | — | 6 | — | 0.09 | — | 32.2 | — | 14.64 | — | |
| Zero-shotBase Model=InternVL3.5-8B-Pretrained2026.05 | 4.7 | — | 53.4 | — | 23 | — | — | — | 63.7 | — | 24.9 | — | 25.7 | — | 49.68 | — | 26.1 | — | 33.32 | — |