Multimodal Knowledge Editing on FGVEdit
100ReliabilityFT(LLM)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FT(LLM)Model=BLIP2-OPT2026.05 | 100 | 99.96 | 76.93 | 12.56 | 35.86 | |
| FT(LLM)Model=Gemma32026.05 | 100 | 99 | 70.21 | 28 | 23.36 | |
| FT(LLM)Model=InternVL3.52026.05 | 100 | 100 | 56.48 | 26 | 17.64 | |
| IKEModel=BLIP2-OPT2026.05 | 99.89 | 98.02 | 48.49 | 15.95 | 24.19 | |
| FT(Vis)Model=BLIP2-OPT2026.05 | 99.68 | 99.21 | 100 | 8.74 | 24.38 | |
| MSCKEModel=BLIP2-OPT2026.05 | 99.13 | 98.56 | 100 | 53.67 | 69.53 | |
| IKEModel=Gemma32026.05 | 99.12 | 97.88 | 50.45 | 20.21 | 30.66 | |
| IKEModel=InternVL3.52026.05 | 98.7 | 98.1 | 58.34 | 22.48 | 23.17 | |
| MENDModel=BLIP2-OPT2026.05 | 98.02 | 98 | 98.43 | 59 | 71.59 | |
| LDKEModel=BLIP2-OPT2026.05 | 97 | 97 | 100 | 61.13 | 86.18 | |
| LDKEModel=InternVL3.52026.05 | 96 | 91.09 | 100 | 73.25 | 23.54 | |
| VisEditModel=BLIP2-OPT2026.05 | 95.79 | 95.06 | 100 | 53.86 | 47.83 | |
| LDKEModel=Gemma32026.05 | 95.2 | 93.6 | 100 | 53.2 | 65.24 | |
| MENDModel=InternVL3.52026.05 | 94.77 | 93.09 | 96.43 | 70.9 | 19.83 | |
| FT(Vis)Model=InternVL3.52026.05 | 93 | 58 | 100 | 21 | 4.85 | |
| VisEditModel=InternVL3.52026.05 | 91 | 88.59 | 100 | 64.37 | 16.32 | |
| MENDModel=Gemma32026.05 | 88.2 | 91.8 | 97.23 | 47 | 62.81 | |
| VisEditModel=Gemma32026.05 | 72.43 | 68.83 | 100 | 51.05 | 43.28 | |
| MSCKEModel=InternVL3.52026.05 | 68 | 65 | 98.78 | 69 | 12.14 | |
| MSCKEModel=Gemma32026.05 | 52 | 52 | 98.2 | 51 | 16.26 | |
| FT(Vis)Model=Gemma32026.05 | 18 | 11 | 100 | 4 | 7.87 |