# Visual Grounding on Out-of-Distribution OOD Avg (test) Source: [Visual Grounding on Out-of-Distribution OOD Avg (test)]() Collection index: [llms.txt]() Data updated: 2026-07-03T08:22:20.405Z Evaluation of Visual Grounding performance on the Out-of-Distribution OOD Average test set. 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 | Visual Grounding | | Dataset (including any stated split) | Out-of-Distribution OOD Avg (test) | | Metric | Accuracy (OOD Avg) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 (OOD Avg)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (OOD Avg) | Result date | Report paper | | --- | --- | --- | --- | | VRRL (Ours) | 78.4 | Not recorded | 6a47421a143ebdcacacc5e33 | | Multi-SFT -\> GRPO | 73.2 | Not recorded | 6a47421a143ebdcacacc5e33 | | Single-SFT -\> GRPO | 70.2 | Not recorded | 6a47421a143ebdcacacc5e33 | | Reflection Tuning | 55.6 | Not recorded | 6a47421a143ebdcacacc5e33 | | Multi-SFT | 49.9 | Not recorded | 6a47421a143ebdcacacc5e33 | | Single-SFT | 46.5 | Not recorded | 6a47421a143ebdcacacc5e33 | | VRRL (Ours) | 45.7 | Not recorded | 6a47421a143ebdcacacc5e33 | | Multi-SFT -\> GRPO | 40 | Not recorded | 6a47421a143ebdcacacc5e33 | | Single-SFT -\> GRPO | 30.1 | Not recorded | 6a47421a143ebdcacacc5e33 | | Reflection Tuning | 28 | Not recorded | 6a47421a143ebdcacacc5e33 | | Single-SFT | 24.5 | Not recorded | 6a47421a143ebdcacacc5e33 | | Multi-SFT | 22.5 | Not recorded | 6a47421a143ebdcacacc5e33 | | VL-Rethinker-32B | 22.1 | Not recorded | 6a47421a143ebdcacacc5e33 | | Qwen2.5-VL-7BSingle | 8.8 | Not recorded | 6a47421a143ebdcacacc5e33 | | Qwen2.5-VL-7B\*Multi | 8.8 | Not recorded | 6a47421a143ebdcacacc5e33 | | Qwen2.5-VL-3BSingle | 6 | Not recorded | 6a47421a143ebdcacacc5e33 | | VL-Rethinker-7B | 4.6 | Not recorded | 6a47421a143ebdcacacc5e33 | | Qwen2.5-VL-3B\*Multi | 4.5 | Not recorded | 6a47421a143ebdcacacc5e33 | ### VRRL (Ours) Accuracy (OOD Avg): 78.4. Result ID: 6a47713760b88bb33993ba78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"RL","Model Backbone":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### Multi-SFT -\> GRPO Accuracy (OOD Avg): 73.2. Result ID: 6a47713760b88bb33993ba77. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"RL","Model Backbone":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### Single-SFT -\> GRPO Accuracy (OOD Avg): 70.2. Result ID: 6a47713760b88bb33993ba76. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"RL","Model Backbone":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### Reflection Tuning Accuracy (OOD Avg): 55.6. Result ID: 6a47713760b88bb33993ba75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"SFT","Model Backbone":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### Multi-SFT Accuracy (OOD Avg): 49.9. Result ID: 6a47713760b88bb33993ba74. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"SFT","Model Backbone":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### Single-SFT Accuracy (OOD Avg): 46.5. Result ID: 6a47713760b88bb33993ba73. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"SFT","Model Backbone":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### VRRL (Ours) Accuracy (OOD Avg): 45.7. Result ID: 6a47713760b88bb33993ba72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"RL","Model Backbone":"Qwen2.5-VL-3B-Instruct"}. This record does not assert independent reproduction. ### Multi-SFT -\> GRPO Accuracy (OOD Avg): 40. Result ID: 6a47713760b88bb33993ba71. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"RL","Model Backbone":"Qwen2.5-VL-3B-Instruct"}. This record does not assert independent reproduction. ### Single-SFT -\> GRPO Accuracy (OOD Avg): 30.1. Result ID: 6a47713760b88bb33993ba70. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"RL","Model Backbone":"Qwen2.5-VL-3B-Instruct"}. This record does not assert independent reproduction. ### Reflection Tuning Accuracy (OOD Avg): 28. Result ID: 6a47713760b88bb33993ba6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"SFT","Model Backbone":"Qwen2.5-VL-3B-Instruct"}. This record does not assert independent reproduction. ### Single-SFT Accuracy (OOD Avg): 24.5. Result ID: 6a47713760b88bb33993ba6d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"SFT","Model Backbone":"Qwen2.5-VL-3B-Instruct"}. This record does not assert independent reproduction. ### Multi-SFT Accuracy (OOD Avg): 22.5. Result ID: 6a47713760b88bb33993ba6e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"SFT","Model Backbone":"Qwen2.5-VL-3B-Instruct"}. This record does not assert independent reproduction. ### VL-Rethinker-32B Accuracy (OOD Avg): 22.1. Result ID: 6a47713760b88bb33993ba6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot","Backbone":"32B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7BSingle Accuracy (OOD Avg): 8.8. Result ID: 6a47713760b88bb33993ba69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot","Backbone":"7B","Strategy":"Single-turn"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B\*Multi Accuracy (OOD Avg): 8.8. Result ID: 6a47713760b88bb33993ba6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot","Backbone":"7B","Strategy":"Multi-turn reflection"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3BSingle Accuracy (OOD Avg): 6. Result ID: 6a47713760b88bb33993ba67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot","Backbone":"3B","Strategy":"Single-turn"}. This record does not assert independent reproduction. ### VL-Rethinker-7B Accuracy (OOD Avg): 4.6. Result ID: 6a47713760b88bb33993ba6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot","Backbone":"7B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B\*Multi Accuracy (OOD Avg): 4.5. Result ID: 6a47713760b88bb33993ba68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot","Backbone":"3B","Strategy":"Multi-turn reflection"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.