Knowledge-based Visual Question Answering on OK-VQA
68.6VQA ScoreHinD-CoT-Know
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HinD-CoT-KnowKnowledge Source=InternVL3-8B, Strategy=Distillation from Qwen2.5-VL-7B Hindsight-Zero2025.11 | 68.6 | 96.7 | |
| HinD-KnowKnowledge Source=InternVL3-8B, Strategy=Distillation from Qwen2.5-VL-7B Hindsight-Zero2025.11 | 68.4 | 95.8 | |
| HinD-KnowKnowledge Source=Qwen2.5-VL-7B2025.11 | 68.3 | 94.7 | |
| QACapKnowledge Source=Claude 3.52025.11 | 68.2 | — | |
| HinD-CoT-KnowKnowledge Source=Qwen2.5-VL-7B2025.11 | 67.5 | 95.3 | |
| PaLM-E-562BKnowledge Source=-2025.11 | 66.1 | — | |
| Prophet++Knowledge Source=GPT-4o2025.11 | 65.7 | 79.8 | |
| ReAuSEKnowledge Source=GS+Minigpt4 (7B)2025.11 | 65.7 | 92.6 | |
| LSMSKnowledge Source=LLaVA-1.5-13B2025.11 | 65 | — | |
| NoteMRKnowledge Source=GS+Qwen2-VL (7B)2025.11 | 64.8 | — | |
| GPT-4VKnowledge Source=-2025.11 | 64.3 | — | |
| SKPKnowledge Source=GS+Vicuna (7B)2025.11 | 63.3 | — | |
| LLM-RAKnowledge Source=GS+BLIP2+T5-XL (3B)2025.11 | 63.3 | 90.4 | |
| BoterKnowledge Source=GS+BLIP2+T5-XL (3B)2025.11 | 62.8 | — | |
| FLMRKnowledge Source=GS+BLIP2+T5-XL (3B)2025.11 | 62.1 | 89.3 | |
| Qwen2.5-VL-7B (FT)Knowledge Source=-, Training Mode=Fine-tuned2025.11 | 62 | — | |
| LLaVA-13BKnowledge Source=-2025.11 | 61.9 | — | |
| Minigpt4-v2-7B (FT)Knowledge Source=-, Training Mode=Fine-tuned2025.11 | 61.9 | — | |
| MAILKnowledge Source=C+InstructBlip2025.11 | 61.8 | — | |
| Qwen2.5-VL-7BKnowledge Source=-2025.11 | 61.6 | — | |
| SimKBVQAKnowledge Source=Llama2 (13B)2025.11 | 61.2 | — | |
| ProphetKnowledge Source=GPT-32025.11 | 61.1 | 79.8 | |
| MM-ReasonerKnowledge Source=GPT-42025.11 | 60.8 | — | |
| PromptCapKnowledge Source=GPT-32025.11 | 60.4 | — | |
| ReVeaLKnowledge Source=W+T52025.11 | 59.1 | — | |
| ReVIVEKnowledge Source=WD+GPT-32025.11 | 58 | — | |
| Minigpt4-v2-7BKnowledge Source=-2025.11 | 57.8 | — | |
| TwOKnowledge Source=W+VQAv2+GPT-32025.11 | 56.7 | — | |
| VisualCoTKnowledge Source=BLIP2+Llama-2 (70B)2025.11 | 54.9 | 66 | |
| RA-VQAKnowledge Source=GS+T52025.11 | 54.5 | 82.8 | |
| KATKnowledge Source=WD+GPT-32025.11 | 54.4 | — | |
| TRiGKnowledge Source=W+T52025.11 | 50.5 | 45.5 | |
| LLaVA-OV-Pt + IRABackbone=LLaVA-OV, Training stage=IRA2026.07 | 47.4 | — | |
| InternVL2-PtBackbone=InternVL2, Training stage=Pre-trained2026.07 | 44.3 | — | |
| InternVL2.5-Pt + IRABackbone=InternVL2.5, Training stage=IRA2026.07 | 43.6 | — | |
| InternVL2.5-PtBackbone=InternVL2.5, Training stage=Pre-trained2026.07 | 43.4 | — | |
| InternVL2-Pt + IRABackbone=InternVL2, Training stage=IRA2026.07 | 43 | — | |
| InternVL2-Pt + SFTBackbone=InternVL2, Training stage=SFT2026.07 | 42.3 | — | |
| LLaVA-OV-Pt + SFTBackbone=LLaVA-OV, Training stage=SFT2026.07 | 41.7 | — | |
| InternVL2.5-Pt + SFTBackbone=InternVL2.5, Training stage=SFT2026.07 | 39.8 | — | |
| LLaVA-OV-PtBackbone=LLaVA-OV, Training stage=Pre-trained2026.07 | 11 | — |