Recognition on Personalization Benchmark
96.3Single ScoreICPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ICPTLVLM=Qwen3VL-8B2026.05 | 96.3 | 92.4 | 95 | |
| ICPTLVLM=InternVL3-8B2026.05 | 94.5 | 90.6 | 93.2 | |
| ICPTLVLM=LLaVA-NeXT-34B2026.05 | 91.3 | 88.5 | 90.4 | |
| PLVMLVLM=Qwen3VL-8B2026.05 | 82 | 73.5 | 79.2 | |
| PLVMLVLM=LLaVA-NeXT-34B2026.05 | 81.2 | 72.1 | 78.2 | |
| PLVMLVLM=InternVL3-8B2026.05 | 79.5 | 73 | 77.3 | |
| ICLLVLM=Qwen3VL-8B2026.05 | 77.5 | 74.3 | 76.4 | |
| ICLLVLM=InternVL3-8B2026.05 | 73.8 | 70.5 | 72.7 | |
| ICLLVLM=LLaVA-NeXT-34B2026.05 | 69.5 | 58.4 | 65.8 | |
| VanillaLVLM=LLaVA-NeXT-34B2026.05 | 50 | 50 | 50 | |
| VanillaLVLM=InternVL3-8B2026.05 | 50 | 50 | 50 | |
| VanillaLVLM=Qwen3VL-8B2026.05 | 50 | 50 | 50 |