Hallucination Evaluation on COCO
53CSSample
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SampleLVLM Model=LLaVA-1.5-7B, Decoding=Sample2026.03 | 53 | 15.6 | 73.4 | 65 | |
| SampleLVLM Model=LLaVA-1.5-13B, Decoding=Sample2026.03 | 52 | 13.7 | 74.9 | 66 | |
| GreedyLVLM Model=LLaVA-1.5-7B, Decoding=Greedy2026.03 | 49 | 13.3 | 77.9 | 60 | |
| GreedyLVLM Model=LLaVA-1.5-13B, Decoding=Greedy2026.03 | 47.8 | 12.5 | 78.9 | 60 | |
| AdaIATLVLM Model=LLaVA-1.5-7B, Decoding=Sample2026.03 | 42 | 12.3 | 73.1 | 66 | |
| SampleLVLM Model=Qwen2.5-VL-7B, Decoding=Sample2026.03 | 42 | 11.3 | 72.5 | 67 | |
| AdaIATLVLM Model=LLaVA-1.5-13B, Decoding=Sample2026.03 | 37.8 | 10.1 | 75 | 67 | |
| AdaIATLVLM Model=Qwen2.5-VL-7B, Decoding=Sample2026.03 | 34.6 | 9 | 75.1 | 68 | |
| PAILVLM Model=LLaVA-1.5-13B, Decoding=Greedy2026.03 | 34.2 | 9 | 79.3 | 56 | |
| SampleLVLM Model=Janus-Pro-7B, Decoding=Sample2026.03 | 34 | 9 | 73.5 | 64 | |
| GreedyLVLM Model=Qwen2.5-VL-7B, Decoding=Greedy2026.03 | 33.6 | 8.3 | 76.5 | 65 | |
| PAILVLM Model=Qwen2.5-VL-7B, Decoding=Greedy2026.03 | 32 | 8.2 | 74.7 | 64 | |
| PAILVLM Model=LLaVA-1.5-7B, Decoding=Greedy2026.03 | 31.8 | 7.8 | 77.7 | 50 | |
| HGAILVLM Model=LLaVA-1.5-7B, Decoding=Greedy2026.03 | 31.4 | 6.9 | 78.3 | 50 | |
| AdaIATLVLM Model=LLaVA-1.5-7B, Decoding=Greedy2026.03 | 31.4 | 8.3 | 79.4 | 60 | |
| IATLVLM Model=LLaVA-1.5-13B, Decoding=Greedy2026.03 | 31 | 8.6 | 78.6 | 61 | |
| HGAILVLM Model=Qwen2.5-VL-7B, Decoding=Greedy2026.03 | 30.4 | 8 | 76.8 | 65 | |
| IATLVLM Model=LLaVA-1.5-7B, Decoding=Greedy2026.03 | 29.8 | 9 | 76.8 | 61 | |
| AdaIATLVLM Model=Janus-Pro-7B, Decoding=Sample2026.03 | 29.8 | 8.1 | 72.6 | 65 | |
| IATLVLM Model=Qwen2.5-VL-7B, Decoding=Greedy2026.03 | 29.2 | 7.7 | 76.4 | 67 | |
| AdaIATLVLM Model=Qwen2.5-VL-7B, Decoding=Greedy2026.03 | 28.4 | 6.9 | 76.8 | 66 | |
| HGAILVLM Model=LLaVA-1.5-13B, Decoding=Greedy2026.03 | 26.4 | 7.8 | 76.9 | 55 | |
| GreedyLVLM Model=Janus-Pro-7B, Decoding=Greedy2026.03 | 25.8 | 6.7 | 76.8 | 62 | |
| AdaIATLVLM Model=LLaVA-1.5-13B, Decoding=Greedy2026.03 | 25.2 | 6.1 | 79.2 | 60 | |
| HGAILVLM Model=Janus-Pro-7B, Decoding=Greedy2026.03 | 21 | 5.3 | 75.9 | 62 | |
| IATLVLM Model=Janus-Pro-7B, Decoding=Greedy2026.03 | 20.6 | 5.3 | 75.3 | 65 | |
| PAILVLM Model=Janus-Pro-7B, Decoding=Greedy2026.03 | 20.4 | 5.6 | 76.1 | 61 | |
| AdaIATLVLM Model=Janus-Pro-7B, Decoding=Greedy2026.03 | 19 | 4.9 | 76.5 | 64 |