MVQA on Personalization Benchmark
92MVQA Score (Single)ICPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ICPTLVLM=Qwen3VL-8B2026.05 | 92 | 86.7 | 87.9 | |
| ICPTLVLM=InternVL3-8B2026.05 | 90.5 | 89.3 | 89.6 | |
| ICPTLVLM=LLaVA-NeXT-34B2026.05 | 87.5 | 80.7 | 82.2 | |
| ICLLVLM=Qwen3VL-8B2026.05 | 86.5 | 82.6 | 83.5 | |
| ICPTBackbone=LLaVA-NeXT-7B2026.05 | 85 | 77.4 | 79.1 | |
| ICLLVLM=InternVL3-8B2026.05 | 82.5 | 70.2 | 72.9 | |
| PLVMLVLM=Qwen3VL-8B2026.05 | 82.5 | 79.9 | 80.5 | |
| PLVMLVLM=InternVL3-8B2026.05 | 82 | 69.5 | 72.3 | |
| MC-LLaVABackbone=LLaVA-NeXT-7B2026.05 | 81.5 | 70.9 | 73.3 | |
| PLVMLVLM=LLaVA-NeXT-34B2026.05 | 78 | 68.2 | 70.4 | |
| PLVMBackbone=LLaVA-NeXT-7B2026.05 | 76 | 67.3 | 69.2 | |
| ICLLVLM=LLaVA-NeXT-34B2026.05 | 71.5 | 64.6 | 66.1 | |
| RAPBackbone=LLaVA-NeXT-7B2026.05 | 71 | 62.7 | 64.5 | |
| ICLBackbone=LLaVA-NeXT-7B2026.05 | 70.5 | 60.9 | 63 | |
| PeKitBackbone=LLaVA-NeXT-7B2026.05 | 70 | 65.7 | 66.7 | |
| GPT-4o + ICLBackbone=GPT-4o2026.05 | 69.5 | 65.1 | 66.1 | |
| PVITBackbone=LLaVA-NeXT-7B2026.05 | 69.5 | 64.7 | 65.8 | |
| Yo’ LLaVABackbone=LLaVA-NeXT-7B2026.05 | 68 | 59.7 | 61.5 | |
| MyVLMBackbone=LLaVA-NeXT-7B2026.05 | 64.5 | — | — | |
| VanillaLVLM=InternVL3-8B2026.05 | 63.5 | 50.7 | 53.5 | |
| VanillaLVLM=Qwen3VL-8B2026.05 | 60 | 60.4 | 60.3 | |
| VanillaLVLM=LLaVA-NeXT-34B2026.05 | 58.5 | 40.7 | 44.7 | |
| VanillaBackbone=LLaVA-NeXT-7B2026.05 | 56.5 | 37 | 41.3 |