# Fine-Grained Visual Understanding on MMStar Source: [Fine-Grained Visual Understanding on MMStar]() Collection index: [llms.txt]() Data updated: 2026-06-09T07:03:02.063Z Evaluation of model performance on the MMStar dataset, specifically focusing on fine-grained visual understanding capabilities. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | fine-grained visual understanding | | Dataset (including any stated split) | MMStar | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MMS-PRM | 65.2 | Not recorded | 6a279de790966ade919bf54c | | LLaVA-OneVision | 61.7 | Not recorded | 6a279de790966ade919bf54c | | Insight-V | 61.5 | Not recorded | 6a279de790966ade919bf54c | | Vision-R1-LlamaV | 61.4 | Not recorded | 6a279de790966ade919bf54c | | InternVL2.5-MPO + SFT | 61 | Not recorded | 6a279de790966ade919bf54c | | Qwen2-VL | 60.7 | Not recorded | 6a279de790966ade919bf54c | | InternVL2.5-MPO | 60.7 | Not recorded | 6a279de790966ade919bf54c | | R1-VL | 60 | Not recorded | 6a279de790966ade919bf54c | | IXC-2.5 | 59.9 | Not recorded | 6a279de790966ade919bf54c | | InternVL-2.5 | 59.6 | Not recorded | 6a279de790966ade919bf54c | | LlamaV-o1 | 59.5 | Not recorded | 6a279de790966ade919bf54c | | LLaVA-CoT | 57.6 | Not recorded | 6a279de790966ade919bf54c | | MiniCPM-V-2-6 | 57.5 | Not recorded | 6a279de790966ade919bf54c | | Ovis1.5-LLaMA3 | 57.3 | Not recorded | 6a279de790966ade919bf54c | | LLaVA-NeXT-LLaMA3 + SFT | 54.7 | Not recorded | 6a279de790966ade919bf54c | | LLaVA-NeXT-LLaMA3 | 43.1 | Not recorded | 6a279de790966ade919bf54c | | LLaVA-1.5 | 32.8 | Not recorded | 6a279de790966ade919bf54c | ### MMS-PRM Accuracy: 65.2. Result ID: 6a27ba6ffbc373592c23f9de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### LLaVA-OneVision Accuracy: 61.7. Result ID: 6a27ba6ffbc373592c23f9d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### Insight-V Accuracy: 61.5. Result ID: 6a27ba6ffbc373592c23f9d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### Vision-R1-LlamaV Accuracy: 61.4. Result ID: 6a27ba6ffbc373592c23f9d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"11B"}. This record does not assert independent reproduction. ### InternVL2.5-MPO + SFT Accuracy: 61. Result ID: 6a27ba6ffbc373592c23f9dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### Qwen2-VL Accuracy: 60.7. Result ID: 6a27ba6ffbc373592c23f9d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### InternVL2.5-MPO Accuracy: 60.7. Result ID: 6a27ba6ffbc373592c23f9dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### R1-VL Accuracy: 60. Result ID: 6a27ba6ffbc373592c23f9d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### IXC-2.5 Accuracy: 59.9. Result ID: 6a27ba6ffbc373592c23f9cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"7B"}. This record does not assert independent reproduction. ### InternVL-2.5 Accuracy: 59.6. Result ID: 6a27ba6ffbc373592c23f9d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### LlamaV-o1 Accuracy: 59.5. Result ID: 6a27ba6ffbc373592c23f9d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"11B"}. This record does not assert independent reproduction. ### LLaVA-CoT Accuracy: 57.6. Result ID: 6a27ba6ffbc373592c23f9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"11B"}. This record does not assert independent reproduction. ### MiniCPM-V-2-6 Accuracy: 57.5. Result ID: 6a27ba6ffbc373592c23f9d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### Ovis1.5-LLaMA3 Accuracy: 57.3. Result ID: 6a27ba6ffbc373592c23f9d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### LLaVA-NeXT-LLaMA3 + SFT Accuracy: 54.7. Result ID: 6a27ba6ffbc373592c23f9db. [Reporting paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### LLaVA-NeXT-LLaMA3 Accuracy: 43.1. Result ID: 6a27ba6ffbc373592c23f9da. [Reporting paper]() Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction. ### LLaVA-1.5 Accuracy: 32.8. Result ID: 6a27ba6ffbc373592c23f9ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"13B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.