# Referring Expression Grounding on LVIS-Ref Source: [Referring Expression Grounding on LVIS-Ref]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:11.263Z Evaluation of Referring Expression Grounding performance on the LVIS-Ref dataset, typically measured using Accuracy for bounding boxes and points. 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) | LVIS-Ref | | Metric | Accuracy (Box) | | 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 (Box)](): Higher is better; unit: PERCENT. - [Accuracy (Point)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Box) | Result date | Report paper | | --- | --- | --- | --- | | Ferret-V2-13B | 87.7 | Not recorded | 68fa75051e209131cea65504 | | Ferret-V2-7B | 86.6 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-30B | 84.9 | Not recorded | 68fa75051e209131cea65504 | | Ferret-13B | 80.5 | Not recorded | 68fa75051e209131cea65504 | | Ferret-7B | 79.4 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-7B | 79.4 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-3B-MoE | 79.3 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-3B | 76.3 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-1B-MoE | 71.4 | Not recorded | 68fa75051e209131cea65504 | | MM1.5-1B | 69.7 | Not recorded | 68fa75051e209131cea65504 | | Phi-3-Vision-4B | 53.8 | Not recorded | 68fa75051e209131cea65504 | | MM1-30B | 53.4 | Not recorded | 68fa75051e209131cea65504 | | MM1-7B | 53.1 | Not recorded | 68fa75051e209131cea65504 | | MM1-3B | 52.9 | Not recorded | 68fa75051e209131cea65504 | | MM1-1B | 51.4 | Not recorded | 68fa75051e209131cea65504 | | LLaVA-OneVision-7B | 51.2 | Not recorded | 68fa75051e209131cea65504 | | InternVL2 | 51 | Not recorded | 68fa75051e209131cea65504 | | MiniCPM-v2-3B | 48.2 | Not recorded | 68fa75051e209131cea65504 | ### Ferret-V2-13B Accuracy (Box): 87.7. Result ID: 699370673a6c31484915efef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### Ferret-V2-7B Accuracy (Box): 86.6. Result ID: 699370673a6c31484915efeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### MM1.5-30B Accuracy (Box): 84.9. Result ID: 699370673a6c31484915eff1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### Ferret-13B Accuracy (Box): 80.5. Result ID: 699370673a6c31484915efee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### Ferret-7B Accuracy (Box): 79.4. Result ID: 699370673a6c31484915efea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### MM1.5-7B Accuracy (Box): 79.4. Result ID: 699370673a6c31484915efed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### MM1.5-3B-MoE Accuracy (Box): 79.3. Result ID: 699370673a6c31484915efe8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B","Architecture":"MoE"}. This record does not assert independent reproduction. ### MM1.5-3B Accuracy (Box): 76.3. Result ID: 699370673a6c31484915efe7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. ### MM1.5-1B-MoE Accuracy (Box): 71.4. Result ID: 699370673a6c31484915efe2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"1B","Architecture":"MoE"}. This record does not assert independent reproduction. ### MM1.5-1B Accuracy (Box): 69.7. Result ID: 699370673a6c31484915efe1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"1B"}. This record does not assert independent reproduction. ### Phi-3-Vision-4B Accuracy (Box): 53.8. Result ID: 699370673a6c31484915efe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. ### MM1-30B Accuracy (Box): 53.4. Result ID: 699370673a6c31484915eff0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"Larger (\>13B)"}. This record does not assert independent reproduction. ### MM1-7B Accuracy (Box): 53.1. Result ID: 699370673a6c31484915efec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### MM1-3B Accuracy (Box): 52.9. Result ID: 699370673a6c31484915efe6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. ### MM1-1B Accuracy (Box): 51.4. Result ID: 699370673a6c31484915efe0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"1B"}. This record does not assert independent reproduction. ### LLaVA-OneVision-7B Accuracy (Box): 51.2. Result ID: 699370673a6c31484915efe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size Category":"7B"}. This record does not assert independent reproduction. ### InternVL2 Accuracy (Box): 51. Result ID: 699370673a6c31484915efe5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size Category":"3B"}. This record does not assert independent reproduction. ### MiniCPM-v2-3B Accuracy (Box): 48.2. Result ID: 699370673a6c31484915efe3. [Reporting paper]() [Method origin paper]() [Implementation]() 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.