# Referring Expression Grounding on RefCOCOg (test) Source: [Referring Expression Grounding on RefCOCOg (test)]() Collection index: [llms.txt]() Data updated: 2026-06-09T10:39:27.998Z Evaluation of Referring Expression Grounding performance on the test split of the RefCOCOg dataset, reporting Accuracy and Average Accuracy. 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 | Referring Expression Grounding | | Dataset (including any stated split) | RefCOCOg (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 50 of 50 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Score](): Higher is better; unit: PERCENT. - [Accuracy@0.5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ferret-V2-13B | 90 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-30B | 90 | Not recorded | 68fa75051e209131cea65504 | | Ferret-V2-7B | 89.3 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-7B | 87.1 | Not recorded | 68fa75051e209131cea65504 | | G-DINO | 87 | Not recorded | 68fa78f11e209131cea7b594 | | MM1.5-3B | 86.4 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-3B-MoE | 86.4 | Not recorded | 68fa75051e209131cea65504 | | Qwen-VL-7B | 86.3 | Not recorded | 68fa75051e209131cea65504 | | Ferret-13B | 86.3 | Not recorded | 68fa75051e209131cea65504 | | QwenVL-7B | 85.5 | Not recorded | 68fa78f11e209131cea7b594 | | Argus-X3-8B | 85.2 | Not recorded | 68fa78f11e209131cea7b594 | | Ferret-7B | 84.8 | Not recorded | 68fa75051e209131cea65504 | | Ferret-7B | 84.8 | Not recorded | 68fa78f11e209131cea7b594 | | MM1.5-1B-MoE | 84.7 | Not recorded | 68fa75051e209131cea65504 | | MiniGPT-7B | 84.7 | Not recorded | 68fa78f11e209131cea7b594 | | MiniGPT-v2-7B | 84.3 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-1B | 82.8 | Not recorded | 68fa75051e209131cea65504 | | InternVL2-8B | 82.7 | Not recorded | 68fa78f11e209131cea7b594 | | Shikra-7B | 82.2 | Not recorded | 68fa78f11e209131cea7b594 | | MDETR | 80.9 | Not recorded | 68fa78f11e209131cea7b594 | | UniTAB | 80 | Not recorded | 68fa78f11e209131cea7b594 | | SPHINX-Tiny | 78.9 | Not recorded | 68fa75051e209131cea65504 | | InternVL2 | 78.3 | Not recorded | 68fa75051e209131cea65504 | | VILLA | 76.7 | Not recorded | 68fa78f11e209131cea7b594 | | Iterative Shrinking | 70.05 | Not recorded | 68fa697c1e209131cea22600 | | LLaVA-OneVision-7B | 70 | Not recorded | 68fa75051e209131cea65504 | | UNITER | 68.7 | Not recorded | 68fa78f11e209131cea7b594 | | TransVG | 67.7 | Not recorded | 68fa78f11e209131cea7b594 | | OFA-L | 67.6 | Not recorded | 68fa78f11e209131cea7b594 | | MAttNet | 67.01 | Not recorded | 68fa697c1e209131cea22600 | | MAttNet | 67 | Not recorded | 68fa78f11e209131cea7b594 | | RCCF | 65.73 | Not recorded | 68fa697c1e209131cea22600 | | DGA | 63.28 | Not recorded | 68fa697c1e209131cea22600 | | MCN | 62.29 | Not recorded | 68fa697c1e209131cea22600 | | SLR | 59.63 | Not recorded | 68fa697c1e209131cea22600 | | FAOAVG | 57.45 | Not recorded | 68fa697c1e209131cea22600 | | Phi-3-Vision-4B | 37.6 | Not recorded | 68fa75051e209131cea65504 | ### Ferret-V2-13B Accuracy: 90. Result ID: 699370673a6c31484915efcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### MM1.5-30B Accuracy: 90. Result ID: 699370673a6c31484915efce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### Ferret-V2-7B Accuracy: 89.3. Result ID: 699370673a6c31484915efca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### MM1.5-7B Accuracy: 87.1. Result ID: 699370673a6c31484915efcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### G-DINO Accuracy: 87. Result ID: 6995b0fa3badfaffe6b082b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM1.5-3B Accuracy: 86.4. Result ID: 699370673a6c31484915efc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. ### MM1.5-3B-MoE Accuracy: 86.4. Result ID: 699370673a6c31484915efc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B","Architecture":"MoE"}. This record does not assert independent reproduction. ### Qwen-VL-7B Accuracy: 86.3. Result ID: 699370673a6c31484915efc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### Ferret-13B Accuracy: 86.3. Result ID: 699370673a6c31484915efcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### QwenVL-7B Accuracy: 85.5. Result ID: 6995b0fa3badfaffe6b082bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Argus-X3-8B Accuracy: 85.2. Result ID: 6995b0fa3badfaffe6b082c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ferret-7B Accuracy: 84.8. Result ID: 699370673a6c31484915efc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### Ferret-7B Accuracy: 84.8. Result ID: 6995b0fa3badfaffe6b082bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM1.5-1B-MoE Accuracy: 84.7. Result ID: 699370673a6c31484915efc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"1B","Architecture":"MoE"}. This record does not assert independent reproduction. ### MiniGPT-7B Accuracy: 84.7. Result ID: 6995b0fa3badfaffe6b082bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MiniGPT-v2-7B Accuracy: 84.3. Result ID: 699370673a6c31484915efc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### MM1.5-1B Accuracy: 82.8. Result ID: 699370673a6c31484915efc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"1B"}. This record does not assert independent reproduction. ### InternVL2-8B Accuracy: 82.7. Result ID: 6995b0fa3badfaffe6b082be. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Shikra-7B Accuracy: 82.2. Result ID: 6995b0fa3badfaffe6b082bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDETR Accuracy: 80.9. Result ID: 6995b0fa3badfaffe6b082b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniTAB Accuracy: 80. Result ID: 6995b0fa3badfaffe6b082b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPHINX-Tiny Accuracy: 78.9. Result ID: 699370673a6c31484915efbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"1B"}. This record does not assert independent reproduction. ### InternVL2 Accuracy: 78.3. Result ID: 699370673a6c31484915efc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. ### VILLA Accuracy: 76.7. Result ID: 6995b0fa3badfaffe6b082b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Iterative Shrinking Accuracy: 70.05. Result ID: 698dae9e8b517eb4332318e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Proposal-free":true,"Visual Extractor":"ResNet-101"}. This record does not assert independent reproduction. ### LLaVA-OneVision-7B Accuracy: 70. Result ID: 699370673a6c31484915efc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### UNITER Accuracy: 68.7. Result ID: 6995b0fa3badfaffe6b082b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransVG Accuracy: 67.7. Result ID: 6995b0fa3badfaffe6b082b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA-L Accuracy: 67.6. Result ID: 6995b0fa3badfaffe6b082ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAttNet Accuracy: 67.01. Result ID: 698dae9e8b517eb4332318e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Proposal-free":false,"Visual Extractor":"ResNet-101"}. This record does not assert independent reproduction. ### MAttNet Accuracy: 67. Result ID: 6995b0fa3badfaffe6b082b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCCF Accuracy: 65.73. Result ID: 698dae9e8b517eb4332318e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Proposal-free":true,"Visual Extractor":"DLA-34"}. This record does not assert independent reproduction. ### DGA Accuracy: 63.28. Result ID: 698dae9e8b517eb4332318e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Proposal-free":false,"Visual Extractor":"VGG-16"}. This record does not assert independent reproduction. ### MCN Accuracy: 62.29. Result ID: 698dae9e8b517eb4332318e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Proposal-free":true,"Visual Extractor":"VGG-16"}. This record does not assert independent reproduction. ### SLR Accuracy: 59.63. Result ID: 698dae9e8b517eb4332318e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Proposal-free":false,"Visual Extractor":"ResNet-101"}. This record does not assert independent reproduction. ### FAOAVG Accuracy: 57.45. Result ID: 698dae9e8b517eb4332318e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Proposal-free":true,"Visual Extractor":"DarkNet-53"}. This record does not assert independent reproduction. ### Phi-3-Vision-4B Accuracy: 37.6. Result ID: 699370673a6c31484915efc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.