OVQA on Personalization Benchmark
77.6Single AccuracyICPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ICPTLVLM=Qwen3VL-8B2026.05 | 77.6 | 72.4 | 73.6 | |
| PLVMLVLM=Qwen3VL-8B2026.05 | 76 | 66.8 | 69 | |
| ICLLVLM=Qwen3VL-8B2026.05 | 75.8 | 64.2 | 67 | |
| ICPTLVLM=LLaVA-NeXT-34B2026.05 | 74.6 | 71.5 | 72.2 | |
| ICPTLVLM=InternVL3-8B2026.05 | 74 | 70.6 | 71.4 | |
| PLVMLVLM=InternVL3-8B2026.05 | 73.4 | 59.7 | 63 | |
| ICLLVLM=InternVL3-8B2026.05 | 72.6 | 61.8 | 64.4 | |
| PLVMLVLM=LLaVA-NeXT-34B2026.05 | 72.3 | 66.8 | 68.1 | |
| ICLLVLM=LLaVA-NeXT-34B2026.05 | 63.6 | 57.3 | 58.8 | |
| VanillaLVLM=Qwen3VL-8B2026.05 | 40.3 | 36.4 | 37.3 | |
| VanillaLVLM=LLaVA-NeXT-34B2026.05 | 39.2 | 31.6 | 33.4 | |
| VanillaLVLM=InternVL3-8B2026.05 | 38.6 | 37.9 | 38.1 |