Multi-image retrieval on MS-COCO Adversarial
76.64AccuracyLAD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LADBackbone=InternVL-3-8B2026.05 | 76.64 | 7.89 | 54.1 | |
| LADBackbone=LLaVA-OneVision-8B2026.05 | 71.06 | 10.23 | 51.3 | |
| LADBackbone=Qwen2.5-VL-3B2026.05 | 65.72 | 13.71 | 40.9 | |
| LADBackbone=InternVL-32026.05 | 65 | 7.79 | 35.2 | |
| PriDeBackbone=InternVL-3-8B2026.05 | 64.16 | 20.65 | 30.4 | |
| Self-ConsistencyBackbone=InternVL-3-8B2026.05 | 61.7 | 21.4 | 20 | |
| CoTBackbone=InternVL-3-8B2026.05 | 61.08 | 14.13 | 20.5 | |
| VanillaBackbone=InternVL-3-8B2026.05 | 61 | 25.22 | 19 | |
| InstructionBackbone=InternVL-3-8B2026.05 | 57.14 | 29.95 | 15.2 | |
| LADBackbone=LLaVA-OneVision-8B2026.05 | 55.34 | 11.1 | 28.1 | |
| PriDeBackbone=LLaVA-OneVision-8B2026.05 | 53.84 | 31.77 | 20.8 | |
| LADBackbone=Qwen2.5-VL-3B2026.05 | 52.96 | 13.36 | 28 | |
| VanillaBackbone=LLaVA-OneVision-8B2026.05 | 49.56 | 16.62 | 13.9 | |
| PriDeBackbone=Qwen2.5-VL-3B2026.05 | 47.8 | 28.8 | 10.4 | |
| CoTBackbone=Qwen2.5-VL-3B2026.05 | 42.24 | 18.85 | 3.41 | |
| Self-ConsistencyBackbone=Qwen2.5-VL-3B2026.05 | 42.2 | 12.96 | 3.7 | |
| InstructionBackbone=LLaVA-OneVision-8B2026.05 | 39.22 | 28.64 | 3.9 | |
| PriDeBackbone=InternVL-32026.05 | 38.22 | 30.25 | 1.4 | |
| VanillaBackbone=Qwen2.5-VL-3B2026.05 | 38.04 | 32.21 | 4.1 | |
| VanillaBackbone=InternVL-32026.05 | 37 | 29.86 | 3.3 | |
| CoTBackbone=LLaVA-OneVision-8B2026.05 | 36.24 | 34.04 | 2.71 | |
| InstructionBackbone=Qwen2.5-VL-3B2026.05 | 35.92 | 33.76 | 2.8 | |
| Self-ConsistencyBackbone=LLaVA-OneVision-8B2026.05 | 35.7 | 11.63 | 1.5 | |
| InstructionBackbone=InternVL-32026.05 | 34.06 | 26.35 | 2.6 | |
| PriDeBackbone=LLaVA-OneVision-8B2026.05 | 28.7 | 28.37 | 0.2 | |
| PriDeBackbone=Qwen2.5-VL-3B2026.05 | 25.3 | 28.52 | 2.3 | |
| VanillaBackbone=LLaVA-OneVision-8B2026.05 | 24.88 | 32.58 | 0.3 | |
| CoTBackbone=Qwen2.5-VL-3B2026.05 | 23.34 | 23.15 | 1.81 | |
| CoTBackbone=LLaVA-OneVision-8B2026.05 | 22.66 | 31.02 | 0.4 | |
| InstructionBackbone=LLaVA-OneVision-8B2026.05 | 22.02 | 33.49 | 0.1 | |
| CoTBackbone=InternVL-32026.05 | 20.34 | 13.61 | 0.1 | |
| VanillaBackbone=Qwen2.5-VL-3B2026.05 | 19.58 | 28.48 | 1.2 | |
| InstructionBackbone=Qwen2.5-VL-3B2026.05 | 19.02 | 30.17 | 0.8 |