Continual Learning on MLLM-CL
79.87RS Last ScoreMR-LoRA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MR-LoRAreplay buffer=with2026.03 | 79.87 | 80.82 | 62.71 | 72.19 | 51.89 | 65.41 | 52.48 | 62.52 | 89.69 | 67.31 | |
| SeqFullreplay buffer=without2026.03 | 79.1 | 77.06 | 61.22 | 72.75 | 52.36 | 66.09 | 50.52 | 62.49 | 91.29 | 67.44 | |
| SeqFullreplay buffer=with2026.03 | 78.94 | 75.62 | 62.45 | 72.16 | 51.5 | 65.77 | 52.08 | 62.32 | 91.21 | 67.24 | |
| IncLoRAreplay buffer=with2026.03 | 77.43 | 78.3 | 62.57 | 71.93 | 52 | 65.38 | 52.48 | 62.12 | 90.41 | 66.98 | |
| IncLoRAreplay buffer=without2026.03 | 77.2 | 77.59 | 58.97 | 71.59 | 51.43 | 64.4 | 47.44 | 60.22 | 90.24 | 65.06 | |
| O-LoRAreplay buffer=with2026.03 | 76.21 | 80.13 | 51.34 | 70.23 | 36.5 | 61.35 | 42.64 | 53.34 | 90.2 | 59.38 | |
| HiDe-LLaVAreplay buffer=with2026.03 | 75.36 | 81.51 | 39.23 | 62.37 | 37.17 | 49.37 | 45.02 | 50.61 | 81.89 | 55.73 | |
| L2Preplay buffer=with2026.03 | 75.21 | 80.09 | 38.5 | 68.64 | 32.31 | 54.79 | 41.05 | 48.68 | 88.05 | 55.02 | |
| ModalPromptreplay buffer=without2026.03 | 65.99 | 80.11 | 37.35 | 59.66 | 23.27 | 46.86 | 37.61 | 42.97 | 87.6 | 50.36 | |
| ModalPromptreplay buffer=with2026.03 | 64.77 | 80.11 | 38.6 | 60.99 | 20.61 | 50.67 | 29.98 | 41.97 | 88.22 | 48.44 | |
| L2Preplay buffer=without2026.03 | 63.82 | 80.02 | 34.63 | 68.86 | 22.96 | 51.57 | 38.58 | 45.12 | 92.98 | 50.59 | |
| O-LoRAreplay buffer=without2026.03 | 62.68 | 80.22 | 35.17 | 67.56 | 16.93 | 51.51 | 34.44 | 44.28 | 92.16 | 48.28 | |
| HiDe-LLaVAreplay buffer=without2026.03 | 41.17 | 80.91 | 30.33 | 65.47 | 18.73 | 39.78 | 37.08 | 32.92 | 92.21 | 43.9 | |
| MoELoRAreplay buffer=with2026.03 | 40.23 | 80 | 23.58 | 56.91 | 5.19 | 34.69 | 18.35 | 31.7 | 74.89 | 31.36 | |
| Zero-shotmode=Zero-shot2026.03 | 32.29 | — | 28.28 | — | 15.59 | — | 35.55 | — | 62.56 | — | |
| LoRAreplay buffer=with2026.03 | 29.57 | 80.87 | 29.19 | 58.6 | 7.09 | 38.95 | 19.55 | 36.41 | 63.6 | 36.78 | |
| LoRAreplay buffer=without2026.03 | 26.75 | 80.72 | 25.76 | 59.68 | 0.79 | 40.51 | 18.69 | 18.64 | 70.44 | 28.49 | |
| MoELoRAreplay buffer=without2026.03 | 21.42 | 80.05 | 25.29 | 57.26 | 0.79 | 37.03 | 17.01 | 19.65 | 60.34 | 24.97 |